Foundations of Large-Scale Multimedia Information Management and Retrieval

Mathematics of Perception

AvEdward Y. Chang

Häftad, Engelska, 2014

1 102 kr

Beställningsvara. Skickas inom 10-15 vardagar. Fri frakt över 249 kr.

Fler format och utgåvor

Inbunden

1 135 kr

E-bok

1 413 kr

Beskrivning

"Foundations of Large-Scale Multimedia Information Management and Retrieval: Mathematics of Perception" covers knowledge representation and semantic analysis of multimedia data and scalability in signal extraction, data mining, and indexing. The book is divided into two parts: Part I - Knowledge Representation and Semantic Analysis focuses on the key components of mathematics of perception as it applies to data management and retrieval. These include feature selection/reduction, knowledge representation, semantic analysis, distance function formulation for measuring similarity, and multimodal fusion. Part II - Scalability Issues presents indexing and distributed methods for scaling up these components for high-dimensional data and Web-scale datasets. The book presents some real-world applications and remarks on future research and development directions. The book is designed for researchers, graduate students, and practitioners in the fields of Computer Vision, MachineLearning, Large-scale Data Mining, Database, and Multimedia Information Retrieval.Dr. Edward Y. Chang was a professor at the Department of Electrical & Computer Engineering, University of California at Santa Barbara, before he joined Google as a research director in 2006. Dr. Chang received his M.S. degree in Computer Science and Ph.D degree in Electrical Engineering, both from Stanford University.

Produktinformation

Utgivningsdatum:2014-11-11
Mått:155 x 235 x undefined mm
Format:Häftad
Språk:Engelska
Antal sidor:291
Förlag:Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
ISBN:9783642441288

Utforska kategorier

Systemvetenskap och AI inom Data och IT
Databaser inom Data och IT
Maskinteknik och material inom Naturvetenskap och teknik

Mer om författaren

Dr. Edward Y. Chang was a professor at the Department of Electrical & Computer Engineering, University of California at Santa Barbara, before he joined Google as a research director in 2006. Dr. Edward Y. Chang received his M.S. degree in Computer Science and Ph.D degree in Electrical Engineering, both from Stanford University.

Innehållsförteckning

Part I - Knowledge Representation and Semantic Analysis.- 1. Mathematics of Perception.- 2. Supervised Learning (based on tutorial DASFAA 2003).- 3. Query Concept Learning (based on IEEE TMM 2005).- 4. Feature Extraction.- 5. Feature Reduction (based on MM 04, ICME 05, IPAM).- 6. Similarity (based on MMJ 2002, CIKM 04, ICML 05).- Part II - Scalability Issues.- 7. Imbalanced Data Learning (based on TKDE 2005).- 8. Semantics Fusion (based on MM 04, MM05, KDD 08).- 9. Kernel Machines Speedup (based on SDM 05, KDD 06, NIPS 07).- 10. Kernel Indexing (based on TKDE 06).- 11. Put It All Together (based on SPIE 06).

Mer från samma författare

Multi-LLM Agent Collaborative Intelligence

Edward Y. Chang

Inbunden, 2025

1 284 kr

Big Data Analytics for Large-Scale Multimedia Search

Stefanos Vrochidis, Stefanos Vrochidis, Benoit Huet, Edward Y. Chang, Ioannis Kompatsiaris

Inbunden, 2019

1 597 kr

Big Data Analytics for Large-Scale Multimedia Search

Ioannis Kompatsiaris, Edward Y. Chang, Benoit Huet, Stefanos Vrochidis

E-bok

2019

1 817 kr

Big Data Analytics for Large-Scale Multimedia Search

Ioannis Kompatsiaris, Edward Y. Chang, Benoit Huet, Stefanos Vrochidis

E-bok

2019

1 817 kr

Du kanske också är intresserad av

Pokémon Pokémon Mega Evolution 05 - Pitch Black Booster

Pokémon

79 kr

Multi-LLM Agent Collaborative Intelligence

Edward Y. Chang

Inbunden, 2025

1 284 kr