Table 10 The top 15 words on example components found with ICA on 200,000 word vocabulary using the strict criterion on BLESS category and relation tests, sorted by the confidence score
From: Exploratory analysis of semantic categories: comparing data-driven and human similarity judgments
Score | 0.94328 | 0.8625 | 0.82388 | 0.76589 | 0.54407 |
|---|---|---|---|---|---|
Category | Musical instrument | Appliance | Vehicle | Vehicle | Building |
| Â | piano | optical | reconnaissance | v8 | undergraduate |
| Â | percussion | electrical | amphibious | engined | graduate |
| Â | synthesizer | manufacturing | naval | turbocharged | postgraduate |
| Â | synth | pneumatic | tactical | v6 | nursing |
| Â | guitar | mechanical | bomber | diesel | vocational |
| Â | acoustic | electronics | anti-submarine | four-cylinder | post-graduate |
| Â | harmonica | laser | long-range | engine | education |
| Â | keyboard | hydraulic | combat | sedan | medical |
|  | orchestral | microwave | submarine | v12 | university’s |
| Â | bass | analog | helicopter | turbo | engineering |
| Â | flute | electronic | squadron | high-performance | humanities |
| Â | keyboards | hand-held | airborne | air-cooled | courses |
| Â | vocal | portable | patrol | bmw | academic |
| Â | accordion | welding | aerial | litre | college |
| Â | mandolin | imaging | land-based | gt | interdisciplinary |
Score | 0.84948 | 0.84304 | 0.55771 | 0.54577 | 0.38759 |
Relation | Event | Attri | Attri | Attri | Attri |
|  | expect | unpleasant | person’s | slavic | konstantin |
|  | perceive | aggressive | one’s | berber | nikolai |
| Â | contain | awkward | spiritual | turkic | nikolay |
|  | understand | arrogant | individual’s | germanic | pavel |
| Â | hear | cynical | personal | kurdish | mikhail |
|  | give | risky | character’s | albanian | józef |
| Â | find | optimistic | whose | tatar | giuseppe |
| Â | happen | sarcastic | your | iranian | aleksandr |
| Â | ask | eccentric | our | aboriginal | josef |
| Â | lose | ambiguous | mystical | chinese | stanislaw |
| Â | ignore | realistic | emotional | lithuanian | viktor |
| Â | deny | annoying | inherent | indigenous | andrzej |
|  | affect | cautious | cultural | inuit | františek |
| Â | choose | dangerous | tremendous | semitic | vladimir |
|  | appreciate | unstable | man’s | somali | sergei |