NeuroPrint/ANALYTICS
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THEORETICAL FOUNDATIONS

Grounded in 60+ years of academic foundation.

Every engineering decision at NPA can be traced to a specific academic basis. The five pillars below map those connections.

indicator.readoutstable
pillars5
contributors15
references20
span (years)1892 – 2021
Academic foundation, not clinical inference. The foundations laid out here legitimize the engine's methodology — not a claim of outcomes for the end-user.
THE FIVE PILLARS

Select a pillar to open the detail.

Each pillar contains: key contributors, relevance to NPA, and a list of formal references.

Pola dermatoglyphic sebagai sinyal biologis yang stabil sepanjang hayat.

Key Contributors
  • Sir Francis Galton(1892)Klasifikasi pola sidik jari & pewarisannya.
  • Harold Cummins(1943)'Father of Dermatoglyphics' — formalisasi sebagai disiplin ilmiah.
  • Sarah Holt(1968)Studi populasi & inheritance pattern dermatoglyphic.
Relevance to NPA

NPA menggunakan dermatoglyphic karena propertinya yang unik di antara sinyal biologis: terbentuk pada minggu 13–24 kehamilan, tidak berubah sepanjang hayat, dan dapat di-capture tanpa intervensi invasif. Ini menjadikannya sebagai stable input — sesuatu yang langka di domain analitik perilaku.

References
  1. [1]Galton, F. (1892). Finger Prints. Macmillan and Co., London.
  2. [2]Cummins, H., & Midlo, C. (1943). Finger Prints, Palms and Soles: An Introduction to Dermatoglyphics. Blakiston.
  3. [3]Holt, S. B. (1968). The Genetics of Dermal Ridges. Charles C. Thomas.
  4. [4]Babler, W. J. (1991). Embryologic development of epidermal ridges and their configurations. Birth Defects Original Article Series, 27(2), 95–112.

Transformasi sinyal mentah menjadi indikator numerik yang ternormalisasi dan reproducible.

Key Contributors
  • Edward Henry(1900)Sistem klasifikasi pattern (loop/whorl/arch) — fondasi normalization scheme.
  • NIST(2014)Standar bench-mark untuk minutiae extraction & ridge counting.
  • Jain et al.(1997)Algoritma kuantifikasi ridge density & topological feature.
Relevance to NPA

Engine NPA berdiri di atas tradisi 120 tahun kuantifikasi pattern dermatoglyphic. Yang membedakan: kami secara eksplisit memisahkan pengukuran dari interpretasi. Indices dihasilkan secara deterministic; semantik diserahkan ke mitra.

References
  1. [1]Henry, E. R. (1900). Classification and Uses of Finger Prints. Routledge.
  2. [2]Jain, A. K., Hong, L., & Bolle, R. (1997). On-line fingerprint verification. IEEE TPAMI, 19(4), 302–314.
  3. [3]NIST (2014). NIST Special Publication 800-76-2: Biometric Specifications for Personal Identity Verification.
  4. [4]Maltoni, D., Maio, D., Jain, A. K., & Prabhakar, S. (2009). Handbook of Fingerprint Recognition (2nd ed.). Springer.

Pemisahan layer komputasi dari layer semantik — pondasi epistemic NPA.

Key Contributors
  • David Marr(1982)Three levels of analysis: computational / algorithmic / implementational.
  • Daniel Dennett(1987)Intentional stance — kapan menerapkan interpretasi mental pada sistem.
  • Luciano Floridi(2019)Information ethics & abstraction levels untuk sistem digital.
Relevance to NPA

Pilar terpenting NPA. Engine kami beroperasi di computational level (Marr): mendefinisikan apa yang dihitung dan mengapa. Interpretasi — yang menyangkut intentional stance terhadap end-user — adalah domain mitra. Ini bukan disclaimer; ini desain arsitektural.

References
  1. [1]Marr, D. (1982). Vision: A Computational Investigation into the Human Representation and Processing of Visual Information. W. H. Freeman.
  2. [2]Dennett, D. C. (1987). The Intentional Stance. MIT Press.
  3. [3]Floridi, L. (2019). The Logic of Information: A Theory of Philosophy as Conceptual Design. Oxford University Press.
  4. [4]Newell, A. (1982). The knowledge level. Artificial Intelligence, 18(1), 87–127.

Indikator sebagai tendency, bukan deterministic prediction.

Key Contributors
  • Daniel Kahneman & Amos Tversky(1979)Prospect theory — dasar pemodelan probabilistic decision-making.
  • Judea Pearl(2009)Causal inference — kapan korelasi dapat menjadi klaim kausal.
  • Nate Silver(2012)Aplikasi Bayesian thinking dalam forecasting publik.
Relevance to NPA

NPA memodelkan tendency — orientasi probabilistic, bukan prediksi deterministik. Output kami mendukung kalimat seperti 'indikasi tendency lebih tinggi pada dimensi X' — tidak pernah 'orang ini akan/adalah X'. Distinction ini eksplisit di output schema dan partner contract.

References
  1. [1]Kahneman, D., & Tversky, A. (1979). Prospect theory: An analysis of decision under risk. Econometrica, 47(2), 263–291.
  2. [2]Pearl, J. (2009). Causality: Models, Reasoning, and Inference (2nd ed.). Cambridge University Press.
  3. [3]Silver, N. (2012). The Signal and the Noise: Why So Many Predictions Fail — but Some Don't. Penguin.
  4. [4]Gelman, A., et al. (2013). Bayesian Data Analysis (3rd ed.). CRC Press.

Manusia tidak dapat direduksi pada vektor indikator. NPA menyatakan ini secara eksplisit.

Key Contributors
  • Martha Nussbaum(2011)Capability approach — manusia sebagai bundle of capacities, bukan score.
  • Cathy O'Neil(2016)Weapons of Math Destruction — kritik terhadap algorithmic decision-making.
  • IEEE Global Initiative(2019)IEEE 7000 series — standar ethically-aligned design.
Relevance to NPA

Pilar ini diturunkan langsung ke product surface NPA: forbidden vocabulary, governance charter, sanction matrix terhadap mitra yang mengklaim diagnosis. Etika bukan kebijakan PR — ini terkodekan ke dalam contract API dan partnership term sheet.

References
  1. [1]Nussbaum, M. C. (2011). Creating Capabilities: The Human Development Approach. Harvard University Press.
  2. [2]O'Neil, C. (2016). Weapons of Math Destruction. Crown.
  3. [3]IEEE (2019). IEEE 7000-2021: Standard Model Process for Addressing Ethical Concerns during System Design.
  4. [4]Mittelstadt, B. D., et al. (2016). The ethics of algorithms: Mapping the debate. Big Data & Society, 3(2).

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