Based on the 8-topic LDA model, I will attempt to create a similar grouping and hierarchy for the 41-topic model, noting any leftover topics that do not fit:
1. Physics, Rotational Mechanics, and Geometry a. Physics, specifically rotational mechanics (1) b. Geometry and angles (5) c. Angular Analysis, Failure Mechanics (4) d. Interacting Electrons and Atomic Particles (12, 26)
2. Emotions, Behavior, and Psychology a. Psychology and emotions (2) b. Consciousness and subjective experiences (9) c. Classical conditioning and learning (11) d. Reasoning and inference (18)
3. Technology and Image Processing a. Image processing and technology (3) b. Visual perception and optical flow (8) c. Digital identifiers and object recognition (22) d. Image recognition and computer vision (25) e. Artificial intelligence and cognitive science (30) f. Spatial databases and indexing (40)
4. Feedback Systems and Control a. Feedback systems and loops (7) b. Engineering disciplines and materials analysis (41)
5. Computability and Computation a. Computability and computation theory (24) b. Turing degrees and computer science (16, 31)
6. Algebraic Relations and Set Theory a. Set theory and graph theory (13) b. Algebraic structures and mathematical relations (15) c. Binary relations and orderings (28) d. Relation, Étale Algebraic Sets, and Morphism (14, 29)
Leftover Topics:
Applied physics and measurements (4)
Human evolution and genetics (6)
Physiology and environmental biology (10)
Cellular signaling and molecular biology (19)
RNA and base pairing (20)
Fire protection and building components (21)
Chemistry and organic compounds (23)
Euclidean geometry and distance (29)
Formal languages and decision theory (31)
Connective tissue and cellular structure (32)
Word formation and conversion (33)
Peptides and amino acids (34)
Entity relationships and domain-specific concepts (35)
Identification codes and interpretation (36)
Biological processes and body structures (37)
Power laws and network distribution (38)
Causal effects and pressure calculations (39)
Some of the leftover topics can be grouped together, but they don’t seem to have a direct correspondence to the 8-topic LDA model. These leftover topics can be considered as more specific sub-topics within the broader 8-topic groups.
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