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Searching for "Probability Product Kernels." – sorted by Relevance.

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12 documents found, showing 1 through 10. Next 10 →

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Probability product kernels
by Tony Jebara, Risi Kondor, Andrew Howard, Kristin Bennett, Nicolò Cesa-bianchi — 2004 — Journal of Machine Learning Research
… are combined with generative modeling using a novel kernel between distributions. In the probability product…
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A family of probabilistic kernels based on information divergence
by Antoni B. Chan, Antoni B. Chan, Nuno Vasconcelos, Nuno Vasconcelos, Pedro J. Moreno, Pedro J. Moreno — 2004
… of the previously proposed probability product kernel. A family of probabilistic kernels, based on information…
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Spectral Clustering and Embedding with Hidden Markov Models
by Tony Jebara, Yingbo Song, Kapil Thadani
…) ˆμi = � T −1 t=1 � T t=1 γt(i)xt � T t=1 γt(i) 2.2 Probability Product Kernels ˆΣi = �T t=1 γt…
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Support Cluster Machine
by Bin Li, Mingmin Chi, Jianping Fan, Xiangyang Xue
… of the proposed SCM and the probability product kernel is firstly described, and then the proposed SCM…
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Bhattacharyya and Expected Likelihood Kernels
by Tony Jebara, Risi Kondor — 2003 — In Conference on Learning Theory
… and computing the probability product kernel between these estimates: K (x ; x 0 ) = K (p; p 0 ) = Z p…
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BIOMEDICAL IMAGE CLASSIFICATION USING JOINT HISTOGRAM AND BHATTACHARYYA KERNEL
by unknown authors
… distributions, the Probability Product Kernel. They showed that in special cases, their kernel reduces…
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Weighted Decomposition Kernels
by Sauro Menchetti, Fabrizio Costa, Paolo Frasconi — 2005 — In Proceedings of the Twenty-second International Conference on Machine Learning
… histogram intersection kernels (Odone et al., 2005) and probability product kernels (Jebara et al., 2004…
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Propositionalisation of Profile Hidden Markov Models for Biological Sequence Analysis
by Stefan Mutter, Bernhard Pfahringer, Geoffrey Holmes
… of time series data [10]. This probability product kernel measures the distance between two HMMs each…
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Invariances in kernel methods: From samples to objects
by Alexei Pozdnoukhov, Samy Bengio — Pattern Recogn. Lett
… in the space of functions Ks(., x ′ ) and was called the probability product kernel in Kondor and Jebara (2004…
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Face recognition using more than one still image: What is more
by Shaohua Kevin Zhou — 2004 — Proc. 5th Chinese Conference on Biometric Recognition, (SINOBIOMETRICS), Guangzhou
… proposed probability product kernel function. In [47], Zhou and Chellappa computed the probabilistic…
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