Judea Pearl — Bapak Bayesian Networks
Ilmuwan komputer & statistik Israel-Amerika, pencipta Bayesian networks dan causal inference. Turing Award 2011. Pendorong AI probabilistik.
From: LLM Wiki URL: llm-wiki.pages.dev/people/judea-pearl Created: June 21, 2026 Updated: June 21, 2026 Read time: 1 min
Judea Pearl
Biodata
- Lahir: 4 September 1936, Tel Aviv
- Profesi: Ilmuwan komputer, statistik
Kontribusi
- Bayesian networks (1985) — framework untuk representasi & inference probabilistik
- Causal inference (1990-2009) — do-calculus, counterfactuals
- Belief propagation
- Turing Award 2011
Buku
- Probabilistic Reasoning in Intelligent Systems (1988)
- Causality (2009)
Pandangan
Pearl kritis terhadap deep learning sebagai path ke AGI. Argumen:
- Korelasi bukan kausalitas
- Model deep learning hanya melihat statistical associations, bukan causal mechanisms
- Untuk AGI, kita butuh causal models
Pernah bilang: “Deep learning is a curve-fitting exercise, not a model of intelligence.”
Karier