Get Wavelet Analysis: Basic Concepts and Applications 1st Edition Sabrine Arfaoui Free All Chapters
Get Wavelet Analysis: Basic Concepts and Applications 1st Edition Sabrine Arfaoui Free All Chapters
Get Wavelet Analysis: Basic Concepts and Applications 1st Edition Sabrine Arfaoui Free All Chapters
com
OR CLICK BUTTON
DOWLOAD NOW
More products digital (pdf, epub, mobi) instant
download maybe you interests ...
https://ebookmeta.com/product/environmental-biotechnology-basic-
concepts-and-applications-1st-edition-viswanath-buddolla/
https://ebookmeta.com/product/introductory-immunology-basic-
concepts-for-interdisciplinary-applications-3rd-edition-actor/
https://ebookmeta.com/product/pharmacokinetic-and-
pharmacodynamic-data-analysis-concepts-and-applications-5th-
edition-johan-gabrielsson/
https://ebookmeta.com/product/big-data-analysis-for-green-
computing-concepts-and-applications-1st-edition-rohit-sharma/
Wavelet Numerical Method and Its Applications in
Nonlinear Problems You He Zhou
https://ebookmeta.com/product/wavelet-numerical-method-and-its-
applications-in-nonlinear-problems-you-he-zhou/
https://ebookmeta.com/product/primary-mathematics-3a-hoerst/
https://ebookmeta.com/product/heterophase-polymerization-basic-
concepts-and-principles-1st-edition-hugo-hernandez/
https://ebookmeta.com/product/hydrochemistry-basic-concepts-and-
exercises-2nd-edition-eckhard-worch/
https://ebookmeta.com/product/rowland-and-tozer-s-clinical-
pharmacokinetics-and-pharmacodynamics-concepts-and-applications-
concepts-and-applications-5th-edition-derendorf/
Wavelet Analysis
Wavelet Analysis
Basic Concepts and Applications
Sabrine Arfaoui
University of Monastir, Tunisia
University of Tabuk, Saudi Arabia
Carlo Cattani
University of Tuscia, Italy
First edition published 2021
by CRC Press
6000 Broken Sound Parkway NW, Suite 300, Boca Raton, FL 33487-2742
The right of Sabrine Arfaoui, Anouar Ben Mabrouk, and Carlo Cattani to be identified as authors of this work has been
asserted by them in accordance with sections 77 and 78 of the Copyright, Designs and Patents Act 1988.
Reasonable efforts have been made to publish reliable data and information, but the author and publisher cannot
assume responsibility for the validity of all materials or the consequences of their use. The authors and publishers
have attempted to trace the copyright holders of all material reproduced in this publication and apologize to copyright
holders if permission to publish in this form has not been obtained. If any copyright material has not been acknowl-
edged please write and let us know so we may rectify in any future reprint.
Except as permitted under U.S. Copyright Law, no part of this book may be reprinted, reproduced, transmitted, or
utilized in any form by any electronic, mechanical, or other means, now known or hereafter invented, including pho-
tocopying, microfilming, and recording, or in any information storage or retrieval system, without written permission
from the publishers.
For permission to photocopy or use material electronically from this work, access www.copyright.com or contact the
Copyright Clearance Center, Inc. (CCC), 222 Rosewood Drive, Danvers, MA 01923, 978-750-8400. For works that are
not available on CCC please contact mpkbookspermissions@tandf.co.uk
Trademark notice: Product or corporate names may be trademarks or registered trademarks and are used only for
identification and explanation without intent to infringe.
List of Figures ix
Preface xi
Chapter 1 Introduction 1
2.1 INTRODUCTION 5
2.2 WAVELETS ON R 6
2.2.1 Continuous wavelet transform 7
2.2.2 Discrete wavelet transform 10
2.3 MULTI-RESOLUTION ANALYSIS 11
2.4 WAVELET ALGORITHMS 13
2.5 WAVELET BASIS 16
2.6 MULTIDIMENSIONAL REAL WAVELETS 21
2.7 EXAMPLES OF WAVELET FUNCTIONS AND MRA 22
2.7.1 Haar wavelet 22
2.7.2 Faber–Schauder wavelet 24
2.7.3 Daubechies wavelets 25
2.7.4 Symlet wavelets 27
2.7.5 Spline wavelets 27
2.7.6 Anisotropic wavelets 29
2.7.7 Cauchy wavelets 30
2.8 EXERCISES 31
v
vi Contents
4.1 INTRODUCTION 51
4.2 DIFFERENT CONSTRUCTIONS OF CLIFFORD ALGEBRAS 52
4.2.1 Clifford original construction 53
4.2.2 Quadratic form-based construction 53
4.2.3 A standard construction 54
4.3 GRADUATION IN CLIFFORD ALGEBRAS 56
4.4 SOME USEFUL OPERATIONS ON CLIFFORD ALGEBRAS 57
4.4.1 Products in Clifford algebras 57
4.4.2 Involutions on a Clifford algebra 58
4.5 CLIFFORD FUNCTIONAL ANALYSIS 60
4.6 EXISTENCE OF MONOGENIC EXTENSIONS 67
4.7 CLIFFORD-FOURIER TRANSFORM 70
4.8 CLIFFORD WAVELET ANALYSIS 76
4.8.1 Spin-group based Clifford wavelets 76
4.8.2 Monogenic polynomial-based Clifford wavelets 82
4.9 SOME EXPERIMENTATIONS 92
4.10 EXERCISES 96
5.1 INTRODUCTION 99
5.2 BESSEL FUNCTIONS 99
5.3 BESSEL WAVELETS 105
5.4 FRACTIONAL BESSEL WAVELETS 107
5.5 QUANTUM THEORY TOOLKIT 119
Contents vii
Bibliography 209
Index 237
List of Figures
6.1 The normal reduced and centered density N (0, 1). 158
6.2 The gaussian density and its wavelet estimator. 159
6.3 Claw density. 159
6.4 Claw density wavelet estimator at the level J = 4. 160
ix
Preface
Nowadays, wavelets are applied almost everywhere in science. Both pure fields, such
as mathematics and theoretical physics, and applied ones, such as signal/image pro-
cessing, finance and engineering, apply wavelets. Although the references and/or the
documentation about wavelets and their applications are wide, it seems that with the
advancement of technology and the appearance of many phenomena in nature and in
life there still exist some places for more efforts and developments to understand the
new problems, as the existing wavelet methods do not provide good understanding
of them. The new COVID-19 pandemic may be one of the challenges that should be
understood.
On the other hand, especially for young researchers, existing references such as
books in wavelet theory are somehow very restricted. The majority are written for
specific communities. This is, in fact, not surprising and may be due to the necessity
of developing such references to overcome the concerned problems in that time.
Next, with the inclusion of wavelet theory in academic studies such as in mas-
ter’s and PhD programs, the scientific and academic communities have had a great
need to develop references in other forms. Students and generally researchers need
sometimes self-containing references responding to their need, to avoid losing time
in redeveloping existing results, which is a necessary step for both the generalization
and the experiments.
The present volume is composed of eight chapters. In the first introductory chap-
ter, a literal introduction is developed discussing generally the topic. Chapter 2 is
concerned with the presentation of the original developments of wavelet theory on
the real Euclidean space. This is also a preliminary chapter that will be of great help
for young researchers. Chapter 3 is more specialized and constitutes a continuation of
the previous one, in which some extending cases of wavelet theory and applications
have been provided. Chapter 4 is a very specialized part that is developed for the
first time to our knowledge. It is concerned with the presentation of wavelet theory in
a general functional framework based on Clifford algebras. This is very important as
these algebras contain all the Euclidean structures and gather them in one structure
to facilitate calculus. Readers will notice clearly that Clifford wavelet theory induces
naturally the Euclidean ones such as real and complex numbers, circles and spheres.
Chapter 5 is a continuation of the development of the theory in specialized fields
such as quantum theory. Next, in Chapter 6, statistical application of wavelets has
been reviewed. Topics such as density estimation, thresholding concepts, variance and
covariance have been detailed. Chapter 7 is devoted to wavelets applied in solving
partial differential equations. Recall that this field needs many assumptions on the
functional bases applied, especially the explicit form of the basis elements and their
xi
xii Preface
regularities. The last chapter is devoted to the link and/or the use of wavelet theory
in characterizing fractal and multifractal functions and their application. Each chap-
ter contains a series of exercises and experimentations to help understand the theory
and also to show the utility of wavelets.
The present book stems, in fact, from lectures and papers on the topics developed,
which have been gathered, re-developed, improved and sometimes completed with
necessary missing developments. However, naturally it is not exhaustive and should
be always criticized, sometimes corrected and improved by readers. So, we accept and
wait for any comments and suggestions.
We also want to stress the fact that we have provided in some chapters, especially
those on preliminary concepts that may be useful to young researchers, some exercises
and applications that are simple to handle with the aim to help the readers understand
the theory. We apologize if there are simpler applications and details that may be
more helpful to the readers but that have been left out from inclusion in this book.
This, in fact, needs more time and may induce delays in the publication of the book.
We hope that with the present form the readers become acquainted with the topics
presented.
The aim of this book is to provide a basic and self-contained introduction to
the ideas underpinning wavelet theory and its diversified applications. Readers of
our proposed book would include master’s degree students, PhD students and se-
nior researchers. It may also serve scientists and research workers from industrial
settings, where modeling real-world phenomena and data needs wavelets such as fi-
nance, medicine, engineering, transport, images and signals. Henceforth, the book
will interest practitioners and theorists alike. For theorists, rigorous mathematical
developments will be presented with necessary prerequisites that make the book self-
containing. For the practitioner, often interested in model building and analysis, we
provide the cornerstone ideas.
As with any scientific production and reference, the present volume could not have
been realized without the help of many persons. We thus owe thanks to many persons
who have helped us in any direction such as encouragements, scientific discussions
and documentation. We thank the Taylor & Francis Publishing Group for giving us
the opportunity to write and publish the present work. We also would like to express
our gratitude to our professors, teachers, colleagues, and universities. Without their
help and efforts, no such work might be realized. We would also like to thank all the
members of the publishing house, especially the editorial staff for the present volume,
Callum Fraser and Mansi Kabra, for their hospitality, cooperation, collaboration and
for the time they have spent on our project.
CHAPTER 1
Introduction
1
2 Wavelet Analysis: Basic Concepts and Applications
the so-called isotropic and anisotropic wavelets (see [11], [12], [20], [205], [218], [219],
[220], [229], [230], [248], [279], [295], [305], [357], [358], [363]).
Wavelet theory provides for functional spaces and time series good bases, allow-
ing their decomposition into spaces associated with different horizons known as the
levels of decomposition. A wavelet basis is a family of functions obtained from one
function known as the mother wavelet, by translations and dilations. Due to the
power of their theory, wavelets have many applications in different domains such as
mathematics, physics, electrical engineering and seismic geology. This tool permits
the representation of L2 -functions in a basis well localized in time and in frequency.
Wavelets are also associated with many special functions such as orthogonal poly-
nomials and hypergeometric series. The most well known may be the Bessel functions
that have been developed in both classic theory of Bessel functional analysis and the
modified versions in fractional and quantum calculus. As its name indicates, Bessel
wavelets are related to Bessel special function. Historically, special functions differ
from elementary ones such as powers, roots, trigonometric and their inverses, mainly
with the limitations that these latter classes are known for. Many fundamental prob-
lems such as orbital motion, simultaneous oscillatory chains and spherical body grav-
itational potential were not best described using elementary functions. This makes
it necessary to extend elementary functions’ classes to more general ones that may
describe well unresolved problems.
Wavelets are also developed and applied in financial time series such as market
indices and exchange rates. In [42], for example, a study of the largest transaction
financial market was carried out. The exchange market gave some high-frequency
data. Compared to other markets, such data can be available at long periods and
with high frequency. The data were detected for very small periods, which means
that the market is also liquid. Until 1990, economists were interested in intra-daily
data because of which the detection of some behaviors did not appear in the daily
analysis of data such as homogeneity.
A well-known hypothesis in finance is the homogeneity of markets where all in-
vestigators have almost the same behavior. The idea of nonhomogeneous markets is
more recent, and it suggests that investigators have different perceptions and differ-
ent laws. For the exchange market, for example, investigators can differ in profiles,
geographic localizations and also in institutional constraints. Another natural sug-
gestion can be done about traders. Naturally, traders investigating at short time in-
tervals allow some high-frequency behaviors in the change market. Long-time traders
are interested in the general tendency and the volatility of the market along a mi-
croscopic greed. Short-time traders, however, are interested in fractional perceptions
and so in macroscopic greed. This leads to the wavelet analysis of financial time
series.
Recently, other models have been introduced in modeling financial time series
by means of fractals, which are in turn strongly related to wavelets. For example,
in Olsen & Associates, operating the largest financial database, has noticed that the
tick frequency has strongly increased in one decade, causing problems in studying the
time series extracted from such a database. Such problems can be due to transmission
delays, input errors and machine damages. So, some filtering procedure has to be done
Another random document with
no related content on Scribd:
A year and a half before this, namely, in January, 1839, the
Georgia Female College (now the Wesleyan Female College) was
opened at Macon, Ga. It had from the beginning the power of
conferring degrees, and eleven young women took the degree of A.B.
in 1840. It is commonly said that this is the first college for women
that ever existed. That it was called a college was doubtless merely
owing to the politeness of the Georgia Legislature. I have not been
able to find out what the course of study consisted in at that time, but
at present Harkness’ First Year in Latin is the only preparation in
languages required for entering the freshman class, and plane
geometry is studied during the sophomore year. It is not likely that
the course was better than this in 1840, and hence it is plain that
then as now it was a college only in name,[20] and not in any way
superior to Mrs. Lincoln Phelps’s more modest Patapsco Institute.
The years about 1840 seem to have been a period of general
awakening in the South in regard to the importance of the education
of women. The Judson Institute was founded by the Baptist State
Convention of Alabama in 1839; the “first incorporated college for
women in North Carolina,” the Greensborough Female College
(Methodist), obtained its charter in 1838, but was not opened for the
reception of students until 1846; in Maryland, the Frederick Female
Seminary was incorporated in 1840 and opened in 1843. St. Mary’s
School, at Raleigh, N. C., was opened in 1842.
But it is the Moravians in the South, as well as in the North, who
have been foremost among the religious denominations in the
establishing of schools for girls of a thorough, if of an elementary,
type. The devotion of Moravian parents to missionary enterprises
made it necessary for them to have schools in which their children
might find a substitute for family life, together with such teaching as
they were thought to require. “Parental training, thorough
instruction in useful knowledge, and scrupulous attention to
religious culture were the characteristics of their early schools,” and
are the main features of the five institutions of higher learning which
are still carried on by that Church. The Salem Female Academy, in
the northwestern part of the State of North Carolina, among the foot-
hills of the Blue Ridge, was opened in 1804. The curriculum
consisted of reading, grammar, writing, arithmetic, history,
geography, German, plain needlework, music, drawing, and
ornamental needlework. Between six and seven thousand pupils
have been educated in this school. The course is still very low; the
requirements for admission into the junior class are arithmetic to the
end of simple interest, geometry to quadrilaterals, and one book of
Cæsar. But the instruction seems to be thorough, and the catalogue
exhibits a freedom from pretense which is very refreshing. The
author of the “History of Education in North Carolina,”[21] says: “The
influence of the Salem Academy has been widespread. For many
years it was the only institution of repute in the South for female
education.... A great many of its alumnæ have become teachers and
heads of seminaries and academies, carrying the thorough and
painstaking methods of this school into their own institutions. It is
probably owing to the influence of the Salem Academy that
preparatory institutions for the education of girls are more numerous
in the South and, as a rule, better equipped than are similar
institutions for boys.”
The war was the occasion of a serious break in the education of
woman in the South and of a serious loss in the small amount of
funds that had been accumulated for their schools. The Georgia
Female College, however, went on with its work without
interruption, with the exception of two or three weeks; the
Confederate authorities were at one time on the point of seizing it for
a hospital, but were restrained by an injunction from the civil courts,
on the ground that the college was the residence of several private
families, and that many of the boarding pupils were unable to return
to their homes, or even to communicate with their parents, on
account of the general disruption of the railroads.[22] The Salem
Academy, also, was overcrowded with students during the war, sent
as much for shelter and protection as for education. After the war,
most of the existing schools for girls were reopened, and a large
number of new ones have been established since that time.
COLLEGIATE EDUCATION OF WOMEN IN
THE SOUTH.
Most people would probably be ready to say that except for the
newly founded Woman’s College in Baltimore and Tulane University,
the collegiate education of women does not exist in the South. But as
matter of fact, there are no less than one hundred and fifty
institutions in the South which are authorized by the Legislatures of
their respective States to confer the regular college degrees upon
women. Of these, forty-one are co-educational, eighty-eight are for
women alone, and twenty-one are for colored persons of both sexes.
The bureau of education makes no attempt to go behind the verdict
of the State Legislatures, but on looking over the catalogues of all
these institutions[23] it is, as might have been expected, easy to see
that the great majority of them are not in any degree colleges, in the
ordinary sense of the word. Not a single one of the so-called female
colleges presents a real college course, and many of the co-
educational colleges are colleges only in name. The female colleges,
however, easily fall into two distinct classes; not a few of them offer a
course such that the students who are entering upon the junior year
are, in a general way, as well fitted as those who are just admitted to
the freshman year of a regular college. This kind of college there will
be such constant occasion to speak about that it is necessary to coin a
new word for it, and I propose to call them semi-colleges. The course
is such that two years of the work of a regular college is done instead
of four, and by a regular college I mean one which comes up to the
standard set by the Association of Collegiate Alumnæ for admission
into its ranks.
As there will be several references to the standard of scholarship
set by the Association of Collegiate Alumnæ, I add here the
requirements for admission into the freshman class of any college
the graduates of which are recognized as eligible for membership.
In Latin Cæsar (four books).
Æneid (six books).
Cicero (seven orations).
In Greek[24] Anabasis (three books).
Iliad (three books).
In Mathematics Arithmetic.
Algebra through quadratics.
Plane geometry.
The Southern colleges which attain the rank of a semi-college I
shall speak of with more detail farther on. The real colleges for
women in the South consist of the Woman’s College of Baltimore and
the co-educational colleges (including in that term those in which the
management and the degrees are the same for the men and the
women, though the recitations may be conducted separately). Of
these, the University of Texas, the Tulane University (which is the
State university of Louisiana), the University of Mississippi, and the
Columbian University in Washington are the important ones. The
admission of women into all of these universities is of very recent
date, and may be taken as an indication of a general movement in
favor of a greater degree of generosity toward women, which may, in
time, sweep over the entire South. The geographical distribution of
these entering wedges is worthy of note. Baltimore and Washington
on the north, the University of Missouri on the west, the State
Universities of the three States of the extreme southwest,—add to
this the fact that the State of Florida has every one of its four colleges
for men open to women, and that it has not a single girls’ seminary of
the old-fashioned type, and it may well be believed that the modern
idea of what a woman requires in the way of education is destined to
close in upon the entire Southern country, and that the contentment
which Southern women have hitherto shown with the unsubstantial
parts of learning will eventually be replaced by more far-reaching
claims. The University of Virginia is the very mold and glass of form
for all the other schools and colleges of the South, and if that were to
throw down the barriers which it now keeps up against the
unobtrusive sex, it might be considered that the battle was already
won. But the University of Virginia is far from being unimpregnable;
the chairman of its faculty writes me:
“In reply to your interesting[25] letter of November 25, ’89, I would
say that opinion is much divided both in our faculty and in our board
of visitors on the question of opening this university to women.”
There is at this moment no way in which any one who wished to
benefit women could do so more effectively than by offering this
university a handsome endowment on condition of its terminating
this state of indecision in the right way. The Johns Hopkins
University has lately accepted a gift of a hundred thousand dollars
from a woman; it remains to be seen whether it will show its
appreciation of this act of generosity on the part of the self-forgetful
sex by opening its doors to women. Whatever the result of the next
few years may be upon the history of the education of women in the
South, there can be no doubt that the situation at the present
moment is far more hopeful than it was ten or even five years ago,
and far more hopeful than any one would have believed who has not
recently looked into the matter.
For the present, the Woman’s College of Baltimore is the only
representative in the South of separate education for women of a
collegiate grade. This college was established by the Methodist
Church (aided by liberal endowments from a number of enthusiastic
advocates of the higher education,—first among them the Rev. John
F. Goucher) for the purpose of providing women with the best
attainable facilities for securing liberal culture. It is the intention to
increase the endowment to two millions of dollars, exclusive of the
value of the buildings,—this is stated to be necessary in order to meet
the objects which the incorporators have in view. There are at
present nine professors and associate professors, together with other
instructors; there are laboratories and lecture-rooms, a spacious and
carefully planned boarding-hall, and a gymnasium which contains a
swimming pool and running track, and which is fitted with the best
imported appliances for both general and special gymnastic
movements. The wealth of the South is becoming so great that there
is no reason why thoroughly equipped colleges like this should not
spring up in various quarters.
I have received the most emphatic testimony as to the good
standing of the women in the best of the men’s colleges to which they
have been admitted. Professor Fristoe, of Columbian University,
writes me:
“In 1884 women were admitted to the medical and scientific
departments of this university, and in 1887 to the academic, except
to the preparatory school. We have eleven ladies in the academic
department, seven in the medical, and seven in the scientific. We
admitted them simply because there seemed to be a demand for it,
and because we could find no objection. The girls admitted have
been, without exception, superior students. They have had no
injurious effect, but the reverse, and we find no inconvenience from
our course. We have had so far only two who finished the course in
the Corcoran Scientific School, but they were very fine scholars. One
of them excelled especially in mathematics, the other in mental
philosophy and such subjects. I am rather proud of the girls.”
The italics are not mine. Professor Adison Hogue, of the University
of Mississippi, writes me:
“Women are admitted here because the board of trustees gave
them the privilege some years ago. I know of no other reason than
that. Not many avail themselves of the opportunity, especially as the
State for some years past has had, at Columbus, an industrial
institute and college solely for women. This year we have eleven in
attendance here; in each of my previous three years the number was
five, Their standing averages above that of the boys, I think. In ’85
and ’87 the first honor was taken by young ladies; and in our present
sophomore class a slender girl is spoken of as the ‘first honor man.’
Their social standing is in no way impaired by their coming here,
although the plan of mixed education is not greatly in favor, as the
small number shows.”
Professor Halsted, of the University of Texas, says, in his report to
the Superintendent of Public Instruction: “Several young ladies have
shown marked ability in the acquirement of the newer and more
abstruse developments of mathematics, for example, quaternions.”
The president of the H. Sophie Newcomb College, which is a
department of the Tulane University of Louisiana, has a larger
number of students upon which to base his conclusions. He writes:
“When the college was inaugurated two years ago, it was
discovered that very few of the applicants for admission were
qualified to undertake a regular college course. The schools of this
city (mostly private), which they had previously attended, had not
hitherto arranged their courses of study with reference to advanced
or college work, and had not therefore adopted any fixed standard of
acquirement.... The grade of the present freshman class is fully a year
and a half in advance of that which entered two years ago, and at the
same time there has been a steady increase in numbers. The greatest
gain has been shown in mathematics, science, and Latin. Our
advanced classes are doing excellent work in calculus and analytical
geometry, laboratory work in chemistry and biology, etc.... While I
can testify from experience to the equal ability of the Louisiana
young women with those in the East or elsewhere in mathematical,
scientific, or other studies, yet on account of the social pressure, and
long established customs which demand early graduations, we must
be content to see our institution develop more slowly than it would
otherwise do.”
I give in Appendix C, Table I., a list of the co-educational colleges
in the Southern States, prepared for me by the Bureau of Education
from the manuscript statistics for 1889–90. The following so-called
colleges have in no sense a proper equipment nor a proper course of
study for enabling them to deserve the name of college: Eminence,
Classical and Business, South Kentucky, (Ky.); Keachie, (La.);
Florida Conference and St. John’s River (Fla.); Western Maryland,
(Md.); Kavanagh, (Miss.); Salado, Hope, (Tex.) That leaves the
following number of students who are in the collegiate departments
of real, white, co-educational colleges in the South:
Alabama 1
Arkansas 3
22
District of Columbia 3
25
Florida 1
4
Georgia 30
Kentucky 24
Louisiana 77
Maryland 25
Mississippi 11
North Carolina 53
South Carolina 10
Tennessee 34
16
28
10
Texas 40
20
70
40
175
West Virginia 32
1
Texas 345
Louisiana 77
Other States 328
Total 750
This table discloses the remarkable fact that there are 750 women
studying in such men’s colleges in the South as have a decent claim
to the name of college, and also that Virginia is the only State in the
South that has not got at least some kind of a co-educational college.
The testimony in favor of co-education, by all those colleges which
have tried it, is very emphatic. The president of Rutherford College
(N.C.), says: “This school [established in 1853] is the first experiment
in the South, of which we have any information, in which an attempt
has been made to train the two sexes together in the course of a
college education. Its results prove the experiment to be a complete
success.” The president of Bethel College (Tenn.), says: “The mutual
refining influences of co-education, socially, mentally, and morally,
upon the sexes, is unquestionably good.”
The president of Vanderbilt University, which is the most
important university in the South after the University of Virginia,
writes me that, although co-education has not been formally adopted
there, yet women have never been refused admission into classes,
that degrees would always be conferred upon those who had taken
the proper examinations, and that one young woman had actually
completed the course and received the degree of A.M. What more
can the women of the central Southern States desire? It is not
necessary that every male college should be open to them; there may
be parents who think that the conventual life is best suited to the
moral and social development of their sons, and such parents should
have an opportunity for carrying out the plan which commends itself
to them. All that women ask is that they should have freedom of
access to the best men’s colleges. In that way a standard for a
woman’s education will be fixed, and every woman will be able to
reach that standard if she desires it; the second best colleges may
then be allowed to be as exclusive as they please.
There is one more bright spot in the educational outlook for
Southern women: it is announced that in the new Methodist
university, which is about to be founded in Washington, on a large
scale, every department will be open to women on exactly the same
terms as to men.
It lies with Southern women to decide whether they shall accept
the large privileges which are now open to them. It is hard for
mothers who did not go to college themselves, and who have still
lived what seemed to them to be happy lives, to feel that something
different is desirable for their daughters; but may there not be
fathers who, having tasted the pleasures of intellectual activity for
themselves, will be minded to lead their daughters into the same
fields which they have found to be attractive?
THE SEMI-COLLEGES.
I give in Appendix C, Table II., the list of semi-colleges, as
determined from their catalogues. Of course, it cannot be inferred
from the fact that the course is a good one that it is well carried out:
but if the course is very limited, if the text-books used are poor, if
there is no indication that the school has any library nor any
scientific apparatus, it can be inferred that the school is not of a high
grade; the above list may therefore be taken as a superior limit of the
semi-colleges in the South. On the other hand, it may happen that
the teachers of the classics and of English literature are persons of
culture and of wide learning, and that a greater number of authors
are read than the course laid down demands.
In the Mary Sharp College (Winchester, Tenn.), in 1887–88, four
young ladies completed the following post graduate course in the
first half year[26]: Seneca’s Essays, Œdipus Tyrannus, Dindorf’s
Metres, Colloquia in Latin, etc.; in the second half year two of them
read Lycias’ Orations,—against Eratosthenes, concerning the sacred
olive, and the funeral oration,—the Panegyric of Isoscrates,
Xenophon’s Symposium, Lucian’s Charon, and Plutarch’s Delay of
the Deity; and one of them, Miss Ada Slaughter, read, in addition,
the Ajax of Sophocles, Plato’s Apology and Crito, Iliad (three books),
Lucian’s Dream, Seneca’s Epigrammatica, Seneca’s Letters, Ovid’s
Metamorphoses (nine books), Cicero de Officiis, Pliny’s Letters,
Sallust’s Jugurtha, and Eutropius. This college was founded in 1850,
and for many years “it maintained a course of study, a method of
instruction, and plan of government far in advance of any college in
America for women.”[27] From the beginning it has required both
Latin and Greek for graduation, and a very respectable amount of
both; it thus deserves, more than the Georgia Female College, the
name of the first college exclusively for women in the country. It has
over three hundred graduates, and in 1887–88 it had 182 pupils.
The Nashville College for Young Ladies seems to be one of the
most important of the colleges of this grade in the South. It has
frequent lectures from the professors of Vanderbilt University, and
students in the scientific department attend lectures in the
laboratories and cabinets of that university. A teacher of the school is
present, and examines the class afterward. The professor quizzes in
the daily lecture course, but is not responsible for the examinations.
The president of the school writes me:
“Until I began here in 1880, the thought of arresting the
graduation of a girl was not entertained. If she went through the
curriculum without preliminary tests or without any intermediate or
final examinations, the diploma followed as a matter of implied
contract. Pupils were received to be graduated within a specified
time. This sounds incredible, I know, and yet I have the best proof of
the fact. When I announced that no pupil would be graduated in my
institution without sufficient tests of her scholarship, it was freely
predicted that such an innovation would destroy the patronage of the
school. I am glad to say that the vaticination was false, but I allude to
the facts to throw light upon the status among us.”
THE OTHER FEMALE COLLEGES.
The schools for women which are of a higher grade than the
ordinary high school, but not so high as the college, the Bureau of
Education classifies under the head of Superior Instruction. It will be
seen from Appendix C, Table III., that the State of Kentucky has
nineteen of these female colleges, and that six of the Southern States
have an average of fourteen each. They are of all possible degrees of
excellence. Such schools as the Hollins Institute and the Norfolk
College for Young Ladies in Virginia, and Caldwell College at
Danville, Ky., have every mark of being thoroughly good schools. The
difficulty with nearly all these schools is, of course, that they are
private and money-making enterprises, and do not care to incur
large expenses for teachers or for the proper appliances for
instruction, nor to make the course of study so rigid as to drive away
pupils. It is remarkable to see how soon the character of the course,
and especially the character of the text-books, is changed as soon as
the majority of the teachers are graduates of Northern colleges. On
the other hand, it is the lack of intelligence and care on the part of
parents that permits the poorest of these schools to continue to exist.
If the worst half of these schools could be starved out of existence,
and if their patronage could be transferred to the better half, the
quality of the instruction which women receive in the South would be
completely changed. It is a duty which parents owe to the public, no
less than to their daughters, to discriminate carefully against the
thoroughly worthless schools.[28]
In one of these so-called colleges no foreign language is taught; in
another, the senior class takes a whole year to complete plane
geometry; in very many of them Steele’s text-books in the sciences
are used. In the Chickasaw Female College, Latin is optional, no
other language and very little mathematics is taught, and the
president says: “An experience of very many years proves to me that
this course is not too far extended.” In many of these small colleges
the subjects of study constitute separate schools, following the plan
of the University of Virginia. In the Marion Female Seminary, “the
schools being distinct, the student may become a candidate for
graduation in one or all of them at once.” There are sometimes
thirteen distinct schools; in the Huntsville Female Seminary there
are ten, all carried out, as far as appears from the catalogue, by a
single instructor, the president.
The rules and regulations in many of these colleges are extremely
minute and harassing; they are largely copied from one catalogue to
another; in several instances the pupils are not allowed to read any
book nor any newspaper without the express permission of the
president; in nearly all, the discipline will be “mild, but, if necessary,
firm.” In one catalogue only, it is said that “there are no rules and but
few regulations; ladylike conduct is the one thing required.”
A uniform dress must be worn in many of these colleges. The
Sunday suit is frequently “of navy blue, made fashionably, but with
no trimmings of either silk or satin, no ruffles, and no beads.” In one
of these schools, a uniform dress was at first required only for
Sundays, but the week day dressing was found to be so extravagant
that it became necessary to restrict the material worn to a black and
white check gingham. In the catalogue of the Suffolk Female
Institute, it is stated that “the uniform dress usually prescribed by
other institutions is not required here”; and, in that of another
school, that “uniformity is not needful or wise.”
The cost of board and tuition in these schools (exclusive of music
and painting and fancy work) is most frequently about two hundred
dollars. Parents who can afford it usually send their daughters North,
or at least as far North as to Virginia or Tennessee, as it is considered
that a few years passed in a colder climate have a good effect in
establishing their health. Only a small number have as yet taken the
college courses that are offered in the North. The following table
gives the results of my inquiries:
Southern Graduates of Northern Colleges.
Vassar College 42
Wellesley College 16
Smith College 10
Swarthmore College 5
Boston University 5
Bryn Mawr College 2
Cornell University 1
Syracuse University 0
Kansas University 0
Massachusetts Institute of Technology 0
Total 81
BY
· · · · ·
“Let us be wise, and not impede the soul. Let her work as she will. Let us have
one creative energy, one incessant revelation. Let it take what form it will, and let
us not bind it by the past to man or woman.”
—Margaret Fuller, 1844.