About
Articles by Malay
Activity
5K followers
Experience & Education
Licenses & Certifications
Volunteer Experience
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Volunteer
National Service Scheme
- 10 months
Social Services
Visited schools in local villages regularly for conducting surveys and suggested possible solutions to the problems of the schools and the students.
Publications
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An LSTM-CRF Based Approach to Token-Level Metaphor Detection
Proceedings of the Workshop on Figurative Language Processing, Association for Computational Linguistics
See publicationIn this paper, we have explored the detection of metaphors at the token-level in a running text. We have proposed a hybrid architecture of Bidirectional-LSTM and CRF for this purpose. We used fewer features, as compared to the previous state-of-the-art sequential model.
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Unsupervised Detection of Metaphorical Adjective-Noun Pairs
Proceedings of the Workshop on Figurative Language Processing, Association for Computational Linguistics
See publicationIn this paper we have proposed an unsupervised framework for metaphor detection that does not require any hand-coded knowledge. We have considered only adjective-noun pairs in this study. Abstractness ratings, edit distance and cosine similarity between them were used as features for clustering using the k-means clustering algorithm. An accuracy of 84% on a large and popular dataset of annotated adjective-noun pairs was obtained.
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A Metaphor Detection Approach Using Cosine Similarity
International Conference on Pattern Recognition and Machine Intelligence, Springer
See publicationThis paper describes a novel method for identification of metaphors that relies on the semantic distance between a word and the corresponding object or action it is applied to. Our method does not target any particular kind of metaphor but tries to identify metaphors in general. We have explored the detection of metaphors at the sentence-level which we have addressed with the help of decision tree classifier with features derived from word vectors generated using Google word2vec.
Courses
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Statistics for Analytics
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Projects
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Decision Support System For Infrastructure Planning and Management in Coastal Areas of West Bengal
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Worked on the support system optimisation with various optimisation techniques with Pareto optimisation being the mostly exerted on optimisation technique. Acquired Pareto frontier for various sets for various requirements, with different number of variables.
Honors & Awards
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Annual Champion Award
Lowe's Services India Pvt. Ltd.
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PReMI’17-Springer Student Award
Springer
Awarded for the paper titled "A Metaphor Detection Approach Using Cosine Similarity" at the 7th International Conference on Pattern Recognition and Machine Intelligence.
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National Talent Scholar
National Council of Educational Research and Training (NCERT)
National Talent Search Examination (NTSE) is a national-level scholarship program in India. It is one of the most prestigious exams in India. Close to 300,000 students appear in this scholarship exam every year and 1,000 scholarships are awarded.
Languages
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English
Professional working proficiency
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Hindi
Native or bilingual proficiency
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Bengali
Native or bilingual proficiency
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