MARC details
| 000 -LEADER |
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| fixed length control field |
03036nam a2200337Ia 4500 |
| 000 - LEADER |
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| fixed length control field |
04990nam a22003735i 4500 |
| 001 - CONTROL NUMBER |
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| control field |
978-981-19-8008-4 |
| 003 - CONTROL NUMBER IDENTIFIER |
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| control field |
DE-He213 |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
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| control field |
20240319120930.0 |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
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| fixed length control field |
cr nn 008mamaa |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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| fixed length control field |
230612s2023 si | s |||| 0|eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9789811980084 |
| -- |
978-981-19-8008-4 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
5.7 |
| 100 ## - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Suh, Changho. |
| 9 (RLIN) |
32947 |
| 245 ## - TITLE STATEMENT |
|---|
| Title |
Communication Principles for Data Science |
| Statement of responsibility, etc. |
by Changho Suh. |
| Medium |
[electronic resource] / |
| 250 ## - EDITION STATEMENT |
|---|
| Edition statement |
1st ed. 2023. |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. |
|---|
| Place of publication, distribution, etc. |
Singapore |
| Name of publisher, distributor, etc. |
Springer Nature Singapore |
| Date of publication, distribution, etc. |
2023 |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
XIV, 283 p. 131 illus., 103 illus. in color. |
| Other physical details |
online resource. |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc. |
This book introduces the basic principles underlying the design and analysis of the digital communication systems that have heralded the information revolution. One major goal of the book is to demonstrate the role of the digital communication principles in a wide variety of data science applications, including community detection, computational biology, speech recognition and machine learning. One defining feature of this book is to make an explicit connection between the communication principles and data science problems, as well as to succinctly deliver the "story" of how the communication principles play a role for trending data science applications. All the key "plots" involved in the story are coherently developed with the help of tightly coupled exercise problem sets, and the associated fundamentals are explored mostly from first principles. Another key feature is that it includes programming implementation of a variety of algorithms inspired by fundamentals, together with a brief tutorial of the used programming tools. The implementation is based on Python and TensorFlow. This book does not follow a traditional book-style organization, but is streamlined via a series of lecture notes that are intimately related, centered around coherent storylines and themes. It serves as a textbook mainly for a junior- or senior-level undergraduate course, yet is also suitable for a first-year graduate course. Readers benefit from having a good background in probability and random processes, and basic familiarity with Python. But the background can be supplemented by almost self-contained materials, as well as by numerous exercise problems intended for elaborating on non-trivial concepts. In addition, Part III for data science applications should provide motivation and insights to students and even professional scientists who are interested in the field. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Artificial intelligence |
| 9 (RLIN) |
32948 |
|
|---|
| Topical term or geographic name entry element |
Computer science |
| 9 (RLIN) |
32949 |
|
|---|
| Topical term or geographic name entry element |
Data Science. |
| 9 (RLIN) |
32950 |
|
|---|
| Topical term or geographic name entry element |
Digital and New Media. |
| 9 (RLIN) |
32951 |
|
|---|
| Topical term or geographic name entry element |
Digital media. |
| 9 (RLIN) |
32952 |
|
|---|
| Topical term or geographic name entry element |
Mathematical statistics. |
| 9 (RLIN) |
32953 |
|
|---|
| Topical term or geographic name entry element |
Probability and Statistics in Computer Science. |
| 9 (RLIN) |
32954 |
|
|---|
| Topical term or geographic name entry element |
Signal processing. |
| 9 (RLIN) |
32955 |
|
|---|
| Topical term or geographic name entry element |
Signal, Speech and Image Processing . |
| 9 (RLIN) |
32956 |
| 856 ## - ELECTRONIC LOCATION AND ACCESS |
|---|
| Uniform Resource Identifier |
<a href="https://doi.org/10.1007/978-981-19-8008-4">https://doi.org/10.1007/978-981-19-8008-4</a> |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Koha item type |
e-Book |
| Source of classification or shelving scheme |
Dewey Decimal Classification |
