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03047nam a2200481 4500 |
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978-981-10-6171-4 |
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DE-He213 |
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20191029022909.0 |
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cr nn 008mamaa |
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180320s2018 si | s |||| 0|eng d |
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|a 9789811061714
|9 978-981-10-6171-4
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|a 10.1007/978-981-10-6171-4
|2 doi
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|d GrThAP
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|a Q334-342
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|a UYQ
|2 bicssc
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|a COM004000
|2 bisacsh
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|a UYQ
|2 thema
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|a 006.3
|2 23
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|a Liu, Huaping.
|e author.
|0 (orcid)0000-0002-4042-6044
|1 https://orcid.org/0000-0002-4042-6044
|4 aut
|4 http://id.loc.gov/vocabulary/relators/aut
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|a Robotic Tactile Perception and Understanding
|h [electronic resource] :
|b A Sparse Coding Method /
|c by Huaping Liu, Fuchun Sun.
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|a 1st ed. 2018.
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|a Singapore :
|b Springer Singapore :
|b Imprint: Springer,
|c 2018.
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300 |
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|a XX, 207 p. 131 illus., 37 illus. in color.
|b online resource.
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|a text
|b txt
|2 rdacontent
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|a computer
|b c
|2 rdamedia
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|a online resource
|b cr
|2 rdacarrier
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|a text file
|b PDF
|2 rda
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|a This book introduces the challenges of robotic tactile perception and task understanding, and describes an advanced approach based on machine learning and sparse coding techniques. Further, a set of structured sparse coding models is developed to address the issues of dynamic tactile sensing. The book then proves that the proposed framework is effective in solving the problems of multi-finger tactile object recognition, multi-label tactile adjective recognition and multi-category material analysis, which are all challenging practical problems in the fields of robotics and automation. The proposed sparse coding model can be used to tackle the challenging visual-tactile fusion recognition problem, and the book develops a series of efficient optimization algorithms to implement the model. It is suitable as a reference book for graduate students with a basic knowledge of machine learning as well as professional researchers interested in robotic tactile perception and understanding, and machine learning.
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|a Artificial intelligence.
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|a Pattern recognition.
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|a Optical data processing.
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|a Artificial Intelligence.
|0 http://scigraph.springernature.com/things/product-market-codes/I21000
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2 |
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|a Pattern Recognition.
|0 http://scigraph.springernature.com/things/product-market-codes/I2203X
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2 |
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|a Image Processing and Computer Vision.
|0 http://scigraph.springernature.com/things/product-market-codes/I22021
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700 |
1 |
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|a Sun, Fuchun.
|e author.
|4 aut
|4 http://id.loc.gov/vocabulary/relators/aut
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710 |
2 |
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|a SpringerLink (Online service)
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773 |
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|t Springer eBooks
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776 |
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|i Printed edition:
|z 9789811061707
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776 |
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|i Printed edition:
|z 9789811061721
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776 |
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|i Printed edition:
|z 9789811338731
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856 |
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|u https://doi.org/10.1007/978-981-10-6171-4
|z Full Text via HEAL-Link
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912 |
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|a ZDB-2-SCS
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950 |
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|a Computer Science (Springer-11645)
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