Non-negative matrix factorization

sparse (HiDS) matrices. However, most LF models fail to fulfill the non-negativity constraints that reflect the non-negative nature of industrial data. Yet existing non-negative LF models for HiDS matrices suffer from slow convergence leading to considerable time cost. An alternating direction method-based non-negative latent factor (ANLF) model decomposes a non-negative optimization process into small sub-tasks. It updates each LF non-negatively based on the latest state of those trained before, thereby

clear picture of what has been done, we will categorize different approaches based on technique used. The classic starting point for the problem of unsupervised piano transcription where the test instrument is not seen during training, is a non-negative factorization of the acoustic signal’s spectrogram [1]. Most research work has been improving on this baseline in the one of the following two ways: better modeling of the discrete musical structure of the piece being transcribed [2,3] or by better adapting

BTP Report Emotional Analysis in Video Analytics Submitted by Anchal chandra Gupta 12114010 Banoth Ramesh 12114021 Guided By Dr. Balasubramanian R (Associate Professor) Index 1.Introduction 2.Related Work 3.Dynamics-based Emotion Representation 4.Representation of Temporal Dynamics 5.Dynamics based Expression Representation 6.Emotion Recognition 7.Multimedia content analysis(MCA) for emotional characterization of music video clips. 8.Conclusion

multiple names (Synonym). This type of ambiguity problem is serious and effects the performance of a search engine while retrieving publications based on author names. In this work, we have proposed the unsupervised approach which uses Non-Negative Matrix factorization (NMF) to group the author publications

order of thousands per day (Gregoire et al. 2009; 2014). Clearly there is a need for a scalable algorithmic approach to address this problem. To address this problem the novel solver AgileFD was created that is based on convolutive non-negative matrix factorization (cNMF), which has been previously used for source separation problems (Smaragdis 2004; Mørup and Schmidt 2006). AgileFD uses lightweight iterative update rules that allows for fast solutions, on the order of minutes (Xue et al. 2016)

Factor analysis According to Maria& Eva, the factor analysis is a technique in the statistics to observe variability in the correlated variables in terms of lowers number of unobserved variables, which is necessary for factorization (Maria& Eva, 2012). Dehak, Kenn, Dehak, Dumouchel, & Ouellet, further stated that, the factor analysis is useful technique to investigate the relationship between the variables in complex concepts and the main purpose of the factor analysis is to reduce the number of

The Catalogue of Somatic Mutations in Cancer (COSMIC) is a comprehensive analysis of known mutational signatures across 40 distinct cancers in humans created by the mass collection of published peer-reviewed scientific journal articles (“Signatures of Mutational Process in Human Cancer”, 2016). Compared to nonsmokers, smokers had higher rates of mutational signatures 2, 4, 5, 13 and 16. Signature 4 is associated with lung, head, neck, and liver cancer and is characterized by C to A mutation substitutions

extracting and inferring relations of expected contextual usage of words in passages of discourse. It is based on the application of a particular mathematical technique, called Singular Value Decomposition (SVD), to a word-by-document matrix [4]. The word-by-document matrix is formed from WBD inputs that consist of raw text parsed into words defined as unique character strings and separated into meaningful passages or samples such as sentences or paragraphs. This application provides a way of viewing

clusters. Therefore our task is summarized as follows: Suppose we have a set of gene expression data { } W = W 1 , ..., W C from C different types of diseases. Each gene expression data W c (1 ≤ c ≤ C) is represented as an N × S c expression matrix, where N denotes the gene number, S c denotes the number of samples for the c-th disease, and c each cell wij in W c is the measured expression level of i-th gene in j-th sample in the c-th disease. Note that although we assume the genes across

Introduction: Metaphor and imagery have a long history in psychotherapy, metaphor building up the relationship between the client and the psychotherapist (building trust, empathy and understanding). Metaphor is very powerful and can raise self- awareness and help clients to see more or less the full picture of the client inner world. Metaphor and imagery as used in the therapeutic relationship to building up the link between the inner world and external world is abstract but very powerful and can