Topic Modeling For Research Articles 2.0

Analytics Vidhya - HackLive 3: Guided Hackathon - NLP

@kaggle.anmolkumar_topic_modeling_for_research_articles_20

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3 tables(11.74 MB)

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@kaggle.anmolkumar_topic_modeling_for_research_articles_20.train

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14004 rows
31 columns

id Id	abstract ABSTRACT	computer_science Computer Science	mathematics Mathematics	physics Physics	statistics Statistics	applications Applications	computer_vision_and_pattern_recognition Computer Vision And Pattern Recognition	cosmology_and_nongalactic_astrophysics Cosmology And Nongalactic Astrophysics	data_structures_and_algorithms Data Structures And Algorithms	fluid_dynamics Fluid Dynamics	information_theory Information Theory	instrumentation_and_methods_for_astrophysics Instrumentation And Methods For Astrophysics	machine_learning Machine Learning	materials_science Materials Science	social_and_information_networks Social And Information Networks	statistics_theory Statistics Theory	strongly_correlated_electrons Strongly Correlated Electrons
1824	a ever-growing datasets inside observational astronomy have challenged scientists inside many aspects, including an efficient and interactive data exploration and visualization. many tools have been developed to confront this challenge. however, they usually focus on displaying a actual images or fo…			1				1				1
3094	we propose the framework considering optimal $t$-matchings excluding a prescribed $t$-factors inside bipartite graphs. a proposed framework was the generalization of a nonbipartite matching problem and includes several problems, such as a triangle-free $2$-matching, square-free $2$-matching, even fa…	1							1
8463	nanostructures with open shell transition metal or molecular constituents host often strong electronic correlations and are highly sensitive to atomistic material details. this tutorial review discusses method developments and applications of theoretical approaches considering a realistic descriptio…			1													1
2082	stars are self-gravitating fluids inside which pressure, buoyancy, rotation and magnetic fields provide a restoring forces considering global modes of oscillation. pressure and buoyancy energetically dominate, while rotation and magnetism are generally assumed to be weak perturbations and often igno…			1						1
8687	deep neural perception and control networks are likely to be the key component of self-driving vehicles. these models need to be explainable - they should provide easy-to-interpret rationales considering their behavior - so that passengers, insurance companies, law enforcement, developers etc., shou…	1					1						1
2342	analyzing job hopping behavior was important considering understanding job preference and career progression of working individuals. when analyzed at a workforce population level, job hop analysis helps to gain insights of talent flow among different jobs and organizations. traditionally, surveys ar…	1													1
16866	a need to reason about uncertainty inside large, complex, and multi-modal datasets has become increasingly common across modern scientific environments. a ability to transform samples from one distribution $p$ to another distribution $q$ enables a solution to many problems inside machine learning (e…				1								1
11132	period approximation was one of a central topics inside astronomical time series analysis, where data was often unevenly sampled. especially challenging are studies of stellar magnetic cycles, as there a periods looked considering are of a order of a same length than a datasets themselves. a dataset…			1	1	1						1	1
18709	nowadays data compressors are applied to many problems of text analysis, but many such applications are developed outside of a framework of mathematical statistics. inside this paper we overcome this obstacle and show how several methods of classical mathematical statistics should be developed based…	1	1		1						1					1
15937	inside this work, the many-body potential of nb considering radiation damage simulation is developed based on eam, and most of a point defects of nb should be predicted properly by this potential. by with the help of a constructed potential, a direction-specific threshold displacement energies (tde)…			1										1


CREATE TABLE train (
  "id" BIGINT,
  "abstract" VARCHAR,
  "computer_science" BIGINT,
  "mathematics" BIGINT,
  "physics" BIGINT,
  "statistics" BIGINT,
  "analysis_of_pdes" BIGINT,
  "applications" BIGINT,
  "artificial_intelligence" BIGINT,
  "astrophysics_of_galaxies" BIGINT,
  "computation_and_language" BIGINT,
  "computer_vision_and_pattern_recognition" BIGINT,
  "cosmology_and_nongalactic_astrophysics" BIGINT,
  "data_structures_and_algorithms" BIGINT,
  "differential_geometry" BIGINT,
  "earth_and_planetary_astrophysics" BIGINT,
  "fluid_dynamics" BIGINT,
  "information_theory" BIGINT,
  "instrumentation_and_methods_for_astrophysics" BIGINT,
  "machine_learning" BIGINT,
  "materials_science" BIGINT,
  "methodology" BIGINT,
  "number_theory" BIGINT,
  "optimization_and_control" BIGINT,
  "representation_theory" BIGINT,
  "robotics" BIGINT,
  "social_and_information_networks" BIGINT,
  "statistics_theory" BIGINT,
  "strongly_correlated_electrons" BIGINT,
  "superconductivity" BIGINT,
  "systems_and_control" BIGINT
);