High-Level Data Fusion

Front Cover
Artech House, 2008 - Computational intelligence - 393 pages
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The book explains the Bayesian, fuzzy, and belief function formalisms of data fusion and a review of Level 1 techniques, including essential target tracking methods. Further, it covers Level 2 fusion methods for applications such as target classification and identification, unit aggregation and ambush detection, threat assessment, and relationships among entities and events, and assessing their suitability and capabilities in each case. The book's detailed discussion of Level 1/2 interactions emphasizes particle filtering techniques as unifying methods for both filtering under Level 1 fusion and inferencing in models for Level 2 fusion. The book also describes various temporal modeling techniques including dynamic Bayesian networks and hidden Markov models, distributed fusion for emerging network centric warfare environments, and the adaptation of fusion processes via machine learning techniques.
 

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Contents

II
1
III
3
V
5
VI
6
VII
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VIII
8
IX
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X
10
XCI
183
XCII
186
XCIII
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XCIV
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XCV
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XCVI
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XCVII
196
XCIX
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XII
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XIII
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XV
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XVIII
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XIX
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XX
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XXI
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XXII
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XXIII
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XXIV
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XXV
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XXVI
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XXVII
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XXVIII
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XXIX
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XXXI
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XXXIII
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XXXIV
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XXXVI
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XXXVII
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XXXIX
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XL
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XLI
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XLII
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XLIII
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XLV
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XLVII
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XLIX
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L
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LII
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LIV
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LVI
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LIX
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LX
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LXI
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LXII
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LXIII
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LXIV
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LXV
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LXVI
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LXVII
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LXIX
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LXX
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LXXI
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LXXII
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LXXIII
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LXXV
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LXXVI
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LXXVII
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LXXX
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LXXXIII
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LXXXIV
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LXXXVI
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LXXXVII
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LXXXVIII
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LXXXIX
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XC
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C
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CI
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CII
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CIII
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CIV
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CV
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CVI
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CVII
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CVIII
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CIX
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CX
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CXI
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CXII
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CXIII
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CXIV
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CXV
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CXVI
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CXVII
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CXVIII
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CXIX
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CXX
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CXXII
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CXXIII
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CXXIV
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CXXV
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CXXVI
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CXXVII
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CXXVIII
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CXXIX
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CXXX
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CXXXII
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CXXXIII
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CXXXIV
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CXXXV
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CXXXVI
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CXXXVII
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CXXXVIII
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CXXXIX
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CXLI
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CXLII
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CXLIII
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CXLIV
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CXLV
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CXLVII
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CXLVIII
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CXLIX
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CL
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CLI
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CLII
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CLIII
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CLIV
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CLV
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CLVI
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CLVII
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CLVIII
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CLIX
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CLX
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CLXI
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CLXII
338
CLXIII
340
CLXIV
342
CLXV
345
CLXVI
361
CLXVII
363
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About the author (2008)

Dr Subrata Das is Scientist "D," Central Silk Technological Research Institute, Central Silk Board, India. To date, he has published hundreds of technical articles in reputed national and international journals and presented more than 20 technical papers in various national and international conferences.

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