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Ranking
PHF-TOPSIS - Probabilistic Hesitant extension of TOPSIS
Probabilistic Hesitant outranking/ranking - Probabilistic Hesitant Fuzzy Element (PHFE: {γ|p} pairs)
PENDING_LITERATURE_SEARCH
Overview
phf-topsis extends TOPSIS to handle Probabilistic Hesitant uncertainty. All arithmetic operations (normalisation, weighting, distance computation) are performed using Probabilistic Hesitant Fuzzy Element (PHFE: {γ|p} pairs) algebra. The final scores are defuzzified via E[PHFE] = Σ γ_k p_k before ranking.
- Output
- utility, higher is better
- Data
- Hesitant, uncertainty tuples complete
- Weights
- Needs a weight source
- Size
- 2+ alternatives, 3-10 criteria works best
- Used for
- Probabilistic Hesitant MCDM, MAGDM under epistemic uncertainty, expert-driven evaluation with linguistic terms
Look elsewhere when
- •Crisp data sufficient - use base TOPSIS directly (avoid unnecessary uncertainty layer)
- •Aggregation operator (PFWA/PFOWA/etc.) not specified - output ambiguous
Assumptions to verify
- Decision matrix entries are valid Probabilistic Hesitant numbers/tuples
- Underlying crisp method's compensation assumption holds in uncertain space
- All decision-maker(s) and experts use the same linguistic/uncertainty scale
Edge cases and pitfalls
Value-space violation: ensure all entries satisfy PHFE: {γ_k|p_k} where γ_k ∈ [0,1], Σ p_k ≤ 1 before computation.
Defuzzification method affects ranking: E[PHFE] = Σ γ_k p_k is the canonical choice but alternatives exist.
Works with
Commonly takes its weights from
How to cite
PENDING_LITERATURE_SEARCH. PENDING - PHF-TOPSIS specific seminal not confirmed. Zhang et al. 2017 (doi:10.1016/j.inffus.2017.02.001) is the foundational PHFS paper, not a PHF-TOPSIS paper. L.formulation.en cites 'Zhu & Xu 2018' as PHF-TOPSIS anchor - unverified. Candidate from search: Naeem et al. 2021 'Extended TOPSIS method based on the entropy measure and probabilistic hesitant fuzzy information' (JIFS, doi:10.3233/JIFS-202700) - not confirmed as the canonical seminal..
System ID, as it appears in reports and the API
PHF-TOPSIS