Methodologies and Applications of Computational Statistics for Machine Intelligence

303 Pages·2021·19.311 MB·English

by  Debabrata Samanta, Raghavendra Rao Althar, Sabyasachi Pramanik, Soumi Dutta

Methodologies and
Applications of
Computational Statistics
for Machine Intelligence
Debabrata Samanta
Christ University (Deemed), India
Raghavendra Rao Althar
QMS, First American India, Bangalore, India
Sabyasachi Pramanik
Haldia Institute of Technology, India
Soumi Dutta
Institute of Engineering and Management, Kolkata, India
A volume in the Advances in Systems Analysis,
Software Engineering, and High Performance
Computing (ASASEHPC) Book Series
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Library of Congress Cataloging-in-Publication Data
Names: Samanta, Debabrata, 1987- editor. | Althar, Raghavendra Rao, 1981-
editor. | Pramanik, Sabyasachi, 1978- editor. | Dutta, Soumi, 1986-
editor.
Title: Methodologies and applications of computational statistics for
machine intelligence / Debabrata Samanta, Raghavendra Rao Althar,
Sabyasachi Pramanik, and Soumi Dutta, editors.
Description: Hershey, PA : Engineering Science Reference (an imprint of IGI
Global), 2021. | Includes bibliographical references and index. |
Summary: “This book delves into computational statistics that focus on
devising an efficient methodology to obtain quantitative solutions for
problems that are devised quantitatively and brings together
computational capability and statistical advanced thought processes to
solve some of the problems encountered in the field”-- Provided by
publisher.
Identifiers: LCCN 2021012380 (print) | LCCN 2021012381 (ebook) | ISBN
9781799877011 (hardcover) | ISBN 9781799877028 (paperback) | ISBN
9781799877035 (ebook)
Subjects: LCSH: Machine learning--Statistical methods.
Classification: LCC Q325.5 .M39 2021 (print) | LCC Q325.5 (ebook) | DDC
006.3/1--dc23
LC record available at https://lccn.loc.gov/2021012380
LC ebook record available at https://lccn.loc.gov/2021012381

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mance Computing (ASASEHPC) (ISSN: 2327-3453; eISSN: 2327-3461)
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Thekeystrengthofthisbookisthatitprovidesamissinglinkbetweenexistingresearchinthisfieldand
futuretrends.Thebookiswell-organizedsothatreaderscanquicklyunderstandthevariousaspectsof
multimediainformationanalysisastheyrelatetovarioustypesofComputationalStatisticsforMachine
Intelligence.Itcomeshighlyrecommended.
Dr. Suplab Podder,MBA (Mkt), MBA (HRM), M.Com., Ph.D
Department of Management and Commerce, Dayananda Sagar College of Arts, Science and Commerce,
India

Dr.DebabrataSamantawouldliketodedicatethisbooktohisparentsMr.DulalChandraSamantaand
Mrs.AmbujiniSamanta,hiseldersisterMrs.TanusreeSamanta,whohaveencouragedhimalltheway,
andtohisbeloveddaughterMs.AditriSamanta.
Mr.RaghavendraRaoAltharwouldliketodedicatethisbooktohisparentsMr.HeriyannaandMrs.
GulabiandhissoulmateJyothiandsonRamateja.
Dr.SabyasachiPramanikwouldliketothankeveryonewhocontributedtothisproject,particularly
thewritersandreviewerswhoparticipatedinthereviewprocess.Thisbookwouldnothavebeenpos-
siblewithouttheirsupport.IthanktheAlmightyfortheopportunitytoresearchsuchanimportanttopic
atthistime,andIthankeachofthewritersfortheirindividualcontributions.Iamgratefultoallofthe
chapterwriterswhodedicatedtheirtimeandexperiencetothisbookfromallovertheworld.Iappreci-
ateallofthepeerreviewers’helpfulsuggestionsforimprovingtheconsistency,coherence,andcontent
ofthechapters.Someauthorsvolunteeredtobereferees,andIamgratefulfortheirtimeandeffort.I’d
liketoexpressmygratitudetotheIGI-Globalproductionteam,whohaveprovidedthehighestquality
ofsupportandhavebeenincrediblysupportiveandinspiringduringthisresearchprocess;thispublica-
tionwouldnothavebeenpossiblewithouttheirperseverance.Agoodbookpublicationistheproduct
oftheeffortsofmanypeople,notjustthosecreditedaseditororauthor.I’dliketodedicatethisbookto
myparentsandwife,whohavealwaysbeenaninspirationandsupporttome.
Dr.SoumiDuttawouldliketodedicatethisbooktoherparentsanddaughterAdriti.


Editorial Advisory Board
DakshAgarwal,University of Pennsylvania, USA
IrajSadeghAmiri,Ton Duc Thang University, Ho Chi Minh City, Vietnam
AbhishekBasu,RCC Institute of Information Technology, India
BharatBhushan,Birla Institute of Technology, Mesra, India
AmitBanerjee,Bidhan Chandra College, Asansol, India
SiddharthaBhattacharyya,Rajnagar Mahavidyalaya, Birbhum, India
AnilKumarBiswal,Soa University, India
C.S.Boopathi,SRM Institute of Science and Technology, Chennai, India
KousikDasgupta,Kalyani Government Engineering College, India
SouravDe,Cooch Behar Government Engineering College, India
S.Geetha,Vellore Institute of Technology, Chennai, India
V.Gomathy,Sri Krishna College of Engineering and Technology, Kuniamuthur, India
DeepakGupta,Maharaja Agrasen Institute of Technology, India
Mhd.NourHindia,Universiti Teknologi Malaysia, Malaysia
HiroshiInokawa,Shizuoka University, Hamamatsu, Japan
VishalJain,Bharati Vidyapeeth’s Institute of Computer Applications and Management, New Delhi, India
MarimuthuKaruppiah,SRM Institute of Science and Technology, India
AdityaKhamparia,Lovely Professional University, India
AshishKhanna,Maharaja Agrasen Institute of Technology, New Delhi, India
DebanjanKonar,Sikkim Manipal Institute of Technology, India
S.SelvaKumar,GKM College of Engineering and Technology, Chennai, India
KarthikeyanM.P.,PG College of Arts and Science, India
M.Maheswari,Sathyabama Institute of Science and Technology, Chennai, India
AshishMani,Amity University, India
RegondaNagaraju,Sreyas Institute of Engineering and Technology, Hyderabad, India
NeelamadhabPadhy,GIET University, Gunupur, India
IndrajitPan,RCC Institute of Information Technology, India
YohanPark,Keimyung University, South Korea
BinodKumarPattanayak,Soa University, India
SuplabPodder,Dayananda Sagar Institutions, Bangalore, India
GurunathRamachandra,Christ University, India


PoonamRani,Netaji Subhash University of Technology, New Delhi, India
AhmedNabihZakiRashed,Faculty of Electronic Engineering, Menoufia University, Egypt
JoelJ.P.C.Rodrigues,Federal University of Piauí (UFPI), Brazil
M.Shivamurthaiah,Garden City University, India
DebabrataSingh,Soa University, India
PrakashKumarSingh,Rec Mainpuri, India
P.Sivakumar,PSG College of Technology, Coimbatore, India
M.Sivaram,Lebanese French University, Erbil, Iraq
Ming-HourYang,National Central University, Taiwan
P.Yupapin,Faculty of Applied Sciences, Ton Duc Thang University, Ho Chi Minh City, Vietnam
Table of Contents
Preface................................................................................................................................................xvii
Acknowledgment..............................................................................................................................xxiii
Chapter 1
HybridFeatureVector-AssistedActionRepresentationforHumanActionRecognitionUsing
SupportVectorMachines........................................................................................................................1
L. Nirmala Devi, Osmania University, India
A.Nageswar Rao, Osmania University, India
Chapter 2
UnsupervisedSummarizationApproachWithComputationalStatisticsofMicroblogData..............23
Abhishek Bhattacharya, Institute of Engineering and Management, Kolkata, India
Arijit Ghosal, St. Thomas’ College of Engineering and Technology, India
Ahmed J. Obaid, University of Kufa, Iraq
Salahddine Krit, Ibn Zohr University, Morocco
Vinod Kumar Shukla, Amity University, Dubai, UAE
Krishnasis Mandal, Miles Technologies, India
Sabyasachi Pramanik, Haldia Institute of Technology, India
Chapter 3
MachineIntelligenceofPiFromGeometricalFiguresWithVariableParametersUsingSCILab......38
Ankita Mandal, Institute of Engineering and Management, Kolkata, India
Soumi Dutta, Institute of Engineering and Management, Kolkata, India
Sabyasachi Pramanik, Haldia Institute of Technology, India
Chapter 4
ComputationalStatistics-BasedPredictionAlgorithmsUsingMachineLearning..............................64
Venkat Narayana Rao T., Sreenidhi Institute of Science and Technology, Hyderabad, India
Manogna Thumukunta, Sreenidhi Institute of Science and Technology, Hyderabad, India
Muralidhar Kurni, Anantha Lakshmi Institute of Technology and Sciences, Ananthapuram,
India
Saritha K., Sri Venkateswara Degree and PG College, Ananthapuram, India