10.46243/jst.2025.v10.i12.pp01-10 registered
The Logic and the Ledger: Tracing the DNA of AI
Resolves to https://www.jst.org.in/index.php/pub/article/view/1442
Held by Longman Publishers (India) · prefix 10.46243 live · DOI address https://doi.org/10.46243/jst.2025.v10.i12.pp01-10
Registered 29 Sep 2026 via crossref · record version 2 · last change 29 Sep 2026, 11:59 PM · record sha256 b474b421008bc5c0…
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What the DOI identifies
JournalArticle — an article in a journal · Digital · Visual · en
The Logic and the Ledger: Tracing the DNA of AI (PrincipalTitle)
Published 2025-12-15
Part of Journal of Science & Technology · ISSN 2456-5660 · volume 10 · issue 12 · pages 01
Agents
- Rajendran Swamidurai (author)
- Uma Kannan (author)
- Longman Publishers (publisher)
Identifiers DOI 10.46243/jst.2025.v10.i12.pp01-10
Abstract
The development of intelligent systems is fundamentally and inseparably linked to a sophisticated mathematical framework. Modern artificial intelligence (AI), particularly its subfields of machine learning (ML) and deep learning, is not a new discipline of computer science but rather a highly advanced application of classical and novel mathematical principles. The models and algorithms that enable systems to process data, learn intricate patterns, and optimize predictions are built upon a bedrock of abstract mathematical theories. This paper systematically deconstructs this relationship, demonstrating how core mathematical disciplines serve as the language, the engine, and the conceptual framework for all intelligent systems. The analysis will traverse from foundational principles to their application in cutting-edge architectures and conclude with a discussion of the theoretical and practical challenges that are currently shaping the future of the field.
System metadata — ISO 26324:2025, Annex B · DOI Handbook 10.1
Each element by the standard's name (Annex B: reference elements, then administrative) and the Handbook's (in grey), read off the record above.
| Element | Value | In the record |
|---|---|---|
| DOI Name DOI name | 10.46243/jst.2025.v10.i12.pp01-10 | doi |
| Referent Type referentType | Creation | referent |
| Referent Sub-Type referentSubType | JournalArticle — an article in a journal | type |
| Referent Name(s) referentName(s) | The Logic and the Ledger: Tracing the DNA of AI (PrincipalTitle, en) | titles |
| Basic Metadata basicMetadata | author: Rajendran Swamidurai author: Uma Kannan publisher: Longman Publishers published: 2025-12-15 part of: Journal of Science & Technology · ISSN 2456-5660 · vol. 10 · no. 12 · pp. 01 language: en form: Digital · Visual · Language | agents, dates, container, language, structural_type, modes, characters |
| Referent Identifier(s) alternateIdentifier(s) | none besides the DOI | identifiers, relations (IsSameAs) |
| Registration Authority registrationAuthorityCode | Crossref — issued by Crossref (member 25296); held here as a copy | record.source_agency (our code, ra_doi_name, for names issued here once appointed) |
| Created Date issueDate | 2026-08-26 | record.registered (when the DOI name was first registered) |
| relatedIdentifiers | none needed — the descriptive metadata is in this record | container, relations (only where the descriptive metadata lives at another identifier) |
complete Every System Metadata element is here, with the basic metadata a journal article needs.
The System Metadata Declaration (JSON) · the Kernel Metadata Declaration (XML) · what each sub-type needs
History — the ledger
Every change to this DOI, in order, as it was recorded. Entries are only ever added, never changed or removed.
| # | When | What | By | Changes |
|---|---|---|---|---|
| 1 | 29 Sep 2026, 10:00 PM | register registered at Crossref; record read from api.crossref.org | Administrator (admin) | 153 fields set · sha256 0883a5d27e04… |
| 2 | 29 Sep 2026, 11:59 PM | update record re-read from api.crossref.org | Administrator (admin) | container.titles.0.value: |
Machine-readable: the history as JSON, with the full record after each change.
