Magnus Sahlgren
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Swedish musician and computational linguist
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Magnus Sahlgrencomputer-science Degrees
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Computational Linguistics
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Machine Learning
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Computer Science
Magnus Sahlgren's Degrees
- PhD Computational Linguistics University of Gothenburg
Why Is Magnus Sahlgren Influential?
(Suggest an Edit or Addition)According to Wikipedia, Magnus Sahlgren is a Swedish computational linguist and guitarist. Academic career Magnus Sahlgren is known for his work on Random indexing applied to distributional semantics published through research projects at the Swedish Institute of Computer Science and later at Gavagai AB, the research company he co-founded in 2008. Sahlgren's dissertation The Word-Space Model was awarded the prize for the most prominent scholarly achievement of 2006 at the Stockholm University Faculty of Humanities.
Magnus Sahlgren's Published Works
Published Works
- The Word-Space Model: using distributional analysis to represent syntagmatic and paradigmatic relations between words in high-dimensional vector spaces (2006) (597)
- An Introduction to Random Indexing (2005) (510)
- The Distributional Hypothesis (2008) (415)
- Permutations as a means to encode order in word space (2008) (182)
- From Words to Understanding (2001) (166)
- Using Bag-of-Concepts to Improve the Performance of Support Vector Machines in Text Categorization (2004) (163)
- Learning Machines (2020) (107)
- Automatic bilingual lexicon acquisition using random indexing of parallel corpora (2005) (89)
- Vector-based semantic analysis: representing word meanings based on random labels (2001) (85)
- Encoding Sequential Information in Semantic Space Models: Comparing Holographic Reduced Representation and Random Permutation (2015) (64)
- The Effects of Data Size and Frequency Range on Distributional Semantic Models (2016) (53)
- Usefulness of Sentiment Analysis (2012) (37)
- Annotating Speaker Stance in Discourse: The Brexit Blog Corpus (2017) (32)
- Encoding Sequential Information in Vector Space Models of Semantics: Comparing Holographic Reduced Representation and Random Permutation (2010) (32)
- Active Learning and Visual Analytics for Stance Classification with ALVA (2017) (31)
- Filaments of Meaning in Word Space (2008) (30)
- Terminology mining in social media (2009) (28)
- SICS at CLEF 2002: Automatic Query Expansion using Random Indexing (2002) (27)
- The Gavagai Living Lexicon (2016) (25)
- Visual analysis of online social media to open up the investigation of stance phenomena (2015) (23)
- Navigating the Semantic Horizon using Relative Neighborhood Graphs (2015) (23)
- Computing with large random patterns (2001) (22)
- Vector-Based Semantic Analysis Using Random Indexing for Cross-Lingual Query Expansion (2001) (21)
- SICS: Valence annotation based on seeds in word space (2007) (20)
- Towards pertinent evaluation methodologies for word-space models (2006) (20)
- Monitoring Targeted Hate in Online Environments (2018) (19)
- Towards a Flexible Model of Word Meaning (2002) (19)
- Detecting Linguistic Markers of Violent Extremism in Online Environments (2016) (19)
- Factorization of Latent Variables in Distributional Semantic Models (2015) (18)
- Unsupervised Evaluation of Parser Robustness (2005) (18)
- Dictionary-based Amharic-French Information Retrieval (2005) (16)
- Gender Bias in Pretrained Swedish Embeddings (2019) (16)
- Learning Representations for Detecting Abusive Language (2018) (15)
- Design Methods to Investigate User Experiences of Artificial Intelligence (2018) (14)
- Counting Lumps in Word Space: Density as a Measure of Corpus Homogeneity (2005) (13)
- Selective Compound Splitting of Swedish Queries for Boolean Combinations of Truncated Terms (2003) (12)
- Visual Analysis of Text Annotations for Stance Classification with ALVA (2016) (12)
- Automatic query expansion using random indexing (2003) (11)
- Automatic Bilingual Lexicon Acquisition Using Random Indexing of Aligned Bilingual Data (2004) (11)
- Unshared task: (Dis)agreement in online debates (2016) (11)
- English-Japanese Cross-lingual Query Expansion Using Random Indexing of Aligned Bilingual Text Data (2002) (11)
- Incremental dimension reduction of tensors with random index (2011) (11)
- Detecting speculations, contrasts and conditionals in consumer reviews (2015) (10)
- Random indexing of multidimensional data (2017) (10)
- Between Bags and Trees - Constructional Patterns in Text Used for Attitude Identification (2010) (9)
- Creating bilingual lexica using reference wordlists for alignment of monolingual semantic vector spaces (2005) (9)
- Active learning for detection of stance components (2016) (9)
- Learning machines in Internet-delivered psychological treatment (2019) (9)
- A comprehensive comparative evaluation and analysis of Distributional Semantic Models (2021) (8)
- Meets NLP : Collaboratively Constructed Semantic Resources (2010) (8)
- Applying machine learning to Amharic text classification (2006) (8)
- Text Categorization for Conflict Event Annotation (2020) (8)
- Profiling Reputation of Corporate Entities in Semantic Space (2012) (8)
- Distributional Term Set Expansion (2018) (8)
- Visual analysis of stance markers in online social media (2014) (7)
- Proceedings of the 2007 Workshop on Contextual Information in Semantic Space Models. Beyond Words and Documents (2010) (7)
- The Singleton Fallacy: Why Current Critiques of Language Models Miss the Point (2021) (7)
- Issue Framing and Language Use in the Swedish Blogosphere: Changing Notions of the Outsider Concept (2014) (6)
- Analysis of Open Answers to Survey Questions through Interactive Clustering and Theme Extraction (2018) (6)
- SenseCluster at SemEval-2020 Task 1: Unsupervised Lexical Semantic Change Detection (2020) (6)
- Buzz Monitoring in Word Space (2008) (6)
- An integration of vector-based semantic analysis and simple recurrent networks for the automatic acquisition of lexical representations from unlabeled corpora (2002) (5)
- Dynamic Lexica for Query Translation (2004) (5)
- Enriching Word Embeddings with a Regressor Instead of Labeled Corpora (2019) (5)
- The StaViCTA Group Report for RepLab 2014 Reputation Dimensions Task (2014) (4)
- Vector-based Semantic Analysis using Random Indexing and Morphological Analysis for Cross-Lingual Information Retrieval (2001) (4)
- Evaluating Learning Language Representations (2015) (4)
- Why Not Simply Translate? A First Swedish Evaluation Benchmark for Semantic Similarity (2020) (4)
- Temperature in the Word Space : Sense exploration of temperature expressions using word-space modeling. (2014) (4)
- Turning face : Emoticons as reinforcers/attenuators (2014) (4)
- Content-based adaptivity in multilingual dialogue systems (2003) (4)
- Visual Analysis of Relationships between Heterogeneous Networks and Texts: An Application on the IEEE VIS Publication Dataset (2017) (3)
- Finding Infrequent Phenomena in Large Corpora Using Distributional Semantics (2015) (3)
- Workshop on Extracting and Using Constructions in Computational Linguistics (2010) (2)
- New perspectives on gathering, vetting and employing Big Data from online social media : An interdisciplinary approach (2015) (2)
- Technical Requirements For Knowledge Representation For Attitude Mining On A Realistic Scale (2012) (2)
- GDTM: Graph-based Dynamic Topic Models (2020) (2)
- Rethinking Topic Modelling: From Document-Space to Term-Space (2020) (2)
- Using Linguistic Information to Improve the Performance of Vector-Based Semantic Analysis (2001) (2)
- Hedges and Tweets : Certainty and Uncertainty in Epistemic Markers in Microblog Feeds (2014) (2)
- A spoken Swedish e-mail interface (2003) (2)
- 26 from Words to Understanding (2002) (2)
- Random indexing of linguistic units for vector-based semantic analysis (2002) (1)
- The Smart Data Layer (2018) (1)
- R-grams: Unsupervised Learning of Semantic Units in Natural Language (2018) (1)
- Concept-based text representations for categorization problems (2006) (1)
- Representing word meanings based on random labels (2001) (1)
- STAVICTA Group Report for RepLab 2014 Reputation Dimension Task (2014) (1)
- Vector based semantic analysis: modeling linguistic knowledge in computer systems (2000) (1)
- SICS (2007) (1)
- Dead Man Tweeting (2016) (1)
- Data Readiness for Natural Language Processing (2020) (1)
- Weighting Query Terms Based on Distributional Statistics (2005) (1)
- Proceedings of the workshop on extracting and using constructions in NLP (2009) (1)
- Parameterized context windows in Random Indexing (2016) (1)
- The signifier, signified & stance : happy/sad emoticons as emotionizers (2014) (1)
- An Efficient Graph-Based Model for Learning Representations (2020) (1)
- Principled Query Processing (2005) (1)
- Constructions represented in parallel with structural and lexical items for identifying presence of attitude robustly across domains in text (2009) (0)
- "Hot and cold — universal or language-specific"? (2012) (0)
- Measuring Issue Ownership using Word Embeddings (2018) (0)
- We Need to Talk About Data: The Importance of Data Readiness in Natural Language Processing (2021) (0)
- Ôøøö ½ (2001) (0)
- Random indexing of multi-dimensional data (2016) (0)
- Random indexing of multidimensional data (2016) (0)
- Table of Contents Distributional Semantics from Text and Images Reranking Bilingually Extracted Paraphrases Using Monolingual Distributional Similarity Encoding Syntactic Dependencies by Vector Permutation Workshop Program Attribute-related Meaning Representations for Adjective- Noun Phrases in a Si (0)
- Proceedings of the Workshop Semantic Content Acquisition and Representation (SCAR) 2007 (2007) (0)
- GDTM: Graph-based Dynamic Topic Models (2020) (0)
- Copy from DBC Webarchive (2020) (0)
- SICS: Valence annotation based on seeds in word space (2007) (0)
- Methodology and Applications of Visual Stance Analysis (2017) (0)
- Dispersing the conceptual confusion (2001) (0)
- The Meaning of Democracy (2015) (0)
- Consensus and Opinions; Quality and Churn (2006) (0)
- Cooperation, Bookmarking, and Thesaurus in Interactive Bilingual Question Answering (2004) (0)
- An Embodied question answering system for use in the treatment of eating disorders (2008) (0)
- A Vector Space analysis of Swedish patent claims, does decompounding help? (2009) (0)
- Bookmarking, Thesaurus, and Cooperation in Bilingual Question Answering (2004) (0)
- RE-WOCHAT : Workshop on Collecting and Generating Resources for Chatbots and Conversational Agents-Development and Evaluation Workshop Programme ( May 28 (2016) (0)
- Table of Contents (linear) Maps of the Impossible: Capturing Semantic Anomalies in Distributional Space Shared Task System Description: Frustratingly Hard Compositionality Prediction Shared Task System Description: Measuring the Compositionality of Bigrams Using Statistical Method- Ologies Detecting (2011) (0)
- Ëøùùý Óó Ìûó ««ööòø Åå Blockinòò Äääöòòòò Ôôöóó Blockin× Øó Ðóóùù Ååòòòòññòø (2007) (0)
- Endorsed By: Acl Siglex Acl Sigsem a Regression Model of Adjective-noun Compositionality in Distributional Semantics Semantic Composition with Quotient Algebras Expectation Vectors: a Semiotics Inspired Approach to Geometric Lexical-semantic Representation Sketch Techniques for Scaling Distributiona (0)
- Methodology and Applications of Visual Stance Analysis : An Interactive Demo (2016) (0)
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