Paper: arXiv 2503.11499

Abstract

This paper extends the tactical asset allocation literature by incorporating regime modeling using techniques from machine learning. We propose a novel model that classifies current regimes, forecasts the distribution of future regimes, and integrates these forecasts with the historical performance of individual assets to optimize portfolio allocations. Utilizing a macroeconomic data set from the FRED-MD database, our approach employs a modified k-means algorithm to ensure consistent regime classification over time. We then leverage these regime predictions to estimate expected returns and volatilities, which are subsequently mapped into portfolio allocations using various sizing schemes. Our method outperforms traditional benchmarks such as equal-weight, buy-and-hold, and random regime models. Additionally, we are the first to apply a regime detection model from a large macroeconomic dataset to tactical asset allocation, demonstrating significant improvements in portfolio performance. Our work presents several key contributions, including a novel data-driven regime detection algorithm tailored for uncertainty in forecasted regimes and applying the FRED-MD data set for tactical asset allocation.

Complexity vs Empirical Score

  • Math Complexity: 7.0/10
  • Empirical Rigor: 6.0/10
  • Quadrant: Holy Grail — high math complexity, high empirical rigor

Why this score: The paper employs advanced machine learning (modified k-means, fuzzy clustering) and optimization techniques with formal mathematical descriptions, indicating moderate-to-high complexity. It uses a substantial real-world dataset (FRED-MD), outlines a complete backtesting pipeline, and reports performance vs. benchmarks, showing good empirical rigor.

Research Flowchart

  flowchart TD
  A["Research Goal:<br>Enhance Tactical Asset Allocation via<br>Macroeconomic Regime Detection"] --> B["Data Source:<br>FRED-MD Macroeconomic Dataset"]
  B --> C["Key Methodology:<br>Modified K-means Algorithm<br>for Consistent Regime Classification"]
  C --> D["Computational Process:<br>Regime Detection & Forecasting<br>Estimating Return/Volatility"]
  D --> E["Key Findings:<br>Outperforms Benchmarks &<br>Novel TAA Model Implementation"]

Cited References (142)

  1. The patent holder’s dilemma: Buy, sell, or troll? (2007) — link
  2. Deciding equivalances among conjunctive aggregate queries (2007) — link
  3. Special issue: Digital Libraries (1996)
  4. Understanding Policy-Based Networking (2001)
  5. First-Order Dynamic Logic (1979) — link
  6. The title of book one (2007) — link
  7. The title of book two (2008) — link
  8. Achieving application requirements (1990) — link
and 134 more
  1. Statecarts in use: structured analysis and object-orientation (1998) — link
  2. The Art of Computer Programming, Vol. 1: Fundamental Algorithms (3rd. ed.) (1997)
  3. The Art of Computer Programming (1998)
  4. An experiment in bibliographic mark-up: Parsing metadata for XML export (2010) — link
  5. Catch me, if you can: Evading network signatures with web-based polymorphic worms (2007)
  6. Catch me, if you can: Evading network signatures with web-based polymorphic worms (2008)
  7. Catch me, if you can: Evading network signatures with web-based polymorphic worms (2009)
  8. Predicate Path expressions (1979) — link
  9. LOGICS of Programs: AXIOMATICS and DESCRIPTIVE POWER (1978)
  10. Optimal Motion Control of a Ground Vehicle (2003)
  11. Algorithms for Closest-Point Problems (Computational Geometry) (1985)
  12. Introduction to Bayesian Statistics (2001) — link
  13. CLIFFORD: a Maple 11 Package for Clifford Algebra Computations, version 11 (2007) — link
  14. Stats and Analysis (2006) — link
  15. A more perfect union (2008) — link
  16. The fountain of youth (2009)
  17. Solder man (2003) — link
  18. Interview with Bill Kinder: January 13, 2005 (2005) — link
  19. The Enabling of Digital Libraries (2008)
  20. (old) Finding minimum congestion spanning trees (2000) — link
  21. (new) Finding minimum congestion spanning trees (2000) — link
  22. (old) Distributed data source verification in wireless sensor networks (2009) — link
  23. (new) Distributed data source verification in wireless sensor networks (2009) — link
  24. Portalis: using competitive online interactions to support aid initiatives for the homeless (2008) — link
  25. Visual Basic 6: Design, Specification, and Objects with Other (1999)
  26. The Latex Web Companion: Integrating TEX, HTML, and XML (1999)
  27. Vertex Types in Book-Embeddings (1987)
  28. Vertex Types in Book-Embeddings (1987)
  29. CHI ‘08: CHI ‘08 extended abstracts on Human factors in computing systems (2008)
  30. Algorithms for Closest-Point Problems (Computational Geometry) (1985)
  31. IEEE TCSC Executive Committee (2004) — link
  32. Distributed systems (2nd Ed.) (1993)
  33. New Algorithms for Dependency-Directed Backtracking (Master’s thesis) (1986)
  34. New Algorithms for Dependency-Directed Backtracking (Master’s thesis) (1986)
  35. Seminumerical Algorithms (1981)
  36. E-commerce and cultural values (2001) — link
  37. Chapter 9 (2002) — link
  38. The implementation of electronic commerce in SMEs in Singapore (Incoll) (2003) — link
  39. E-commerce and cultural values - (InBook-num-in-chap) (2004) — link
  40. E-commerce and cultural values (Inbook-text-in-chap) (2005) — link
  41. E-commerce and cultural values (Inbook-num chap) (2006) — link
  42. A library-based synthesis methodology for reversible logic (2010)
  43. Synthesis of Reversible Circuit Using Cycle-Based Approach (2010)
  44. Algorithmic Enumeration of Ideal Classes for Quaternion Orders (2010) — link
  45. Chapter II: Notes on data structuring (1972) — link
  46. Transcript of question and answer session (1981) — link
  47. Go to statement considered harmful (1979) — link
  48. Three-dimensional virtual acoustic displays (1992) — link
  49. Managerial expert systems and organizational change: some critical research issues (1987) — link
  50. Simplified Structured COBOL with Microsoft/MicroFocus COBOL (1990)
  51. A multi-radio unification protocol for IEEE 802.11 wireless networks (2004)
  52. Wireless Sensor Networks: A Survey (2002)
  53. A Survey on Wireless Multimedia Sensor Networks (2007)
  54. SSCH : Slotted Seeded Channel Hopping for Capacity Improvement in IEEE 802.11 Ad-Hoc Wireless Networks (2004)
  55. XBOW Sensor Motes Specifications (2008)
  56. Overview of Sensor Networks (2004)
  57. CodeBlue : Sensor Networks for Medical Care (2008)
  58. Investigating Network Architectures for Body Sensor Networks (2007) — link
  59. Channel-Hopping Multiple Access (2000)
  60. Body Sensor Networks (2008)
  61. Mapping Powerlists onto Hypercubes (1994)
  62. Automatic Parallelization for Distributed-Memory Multiprocessing Systems (1989)
  63. User recovery and reversal in interactive systems (1984)
  64. Generalizing specifications for uniformly implemented loops (1985)
  65. Towards monolingual programming environments (1985)
  66. The \TeX book (1984)
  67. Distributed algorithms for finding centers and medians in networks (1984)
  68. \it \LaTeX : A Document Preparation System (1986)
  69. Program transformations in a denotational setting (1985)
  70. Seminumerical Algorithms (1981)
  71. A high-level approach to computer document formatting (1980)
  72. A multifrequency MAC specially designed for wireless sensor network applications (2010) — link
  73. Institutional members of the \TeX Users Group (2017) — link
  74. acmart— Class for typesetting publications of ACM (2017) — link
  75. The \textsl doclicense package (2022) — link
  76. Reasoning About Naming Systems (1993) — link
  77. Babel, a Multilingual Style-Option System for Use with LaTeX’s Standard Document Styles (1991)
  78. A Methodology for Implementing Highly Concurrent Data Objects (1993) — link
  79. Publication quality tables in \LaTeX (2005)
  80. Using the amsthm Package (2015)
  81. R: A Language and Environment for Statistical Computing (2019) — link
  82. UMass Citation Field Extraction Dataset (2013) — link
  83. Citation concept analysis (CCA) —A new form of citation analysis revealing the usefulness of concepts for other researchers illustrated by two exemplary case studies including classic books by Thomas S.~Kuhn and Karl R.~Popper (2019) — link
  84. Learning Soft Linear Constraints with Application to Citation Field Extraction (2014) — link
  85. Maintaining Discrete Probability Distributions Optimally (1993)
  86. Ridge Regression: Biased Estimation for Nonorthogonal Problems (1970)
  87. Lead–lag detection and network clustering for multivariate time series with an application to the US equity market (2022) — link
  88. Ridge Regression: Application to Nonorthogonal Problems (1968)
  89. A Fuzzy Relative of the ISODATA Process and Its Use in Detecting Compact Well-Separated Clusters (1973)
  90. Pattern Recognition with Fuzzy Objective Function Algorithms (1981)
  91. Asset Allocation: Combining Investor Views with Market Equilibrium (1991) — link
  92. Deep Learning in Asset Pricing (2023) — link
  93. Algorithm AS 136: A K-Means Clustering Algorithm (1979)
  94. A Density-Based Algorithm for Discovering Clusters in Large Spatial Databases with Noise (1996)
  95. DBSCAN Revisited, Revisited: Why and How You Should (Still) Use DBSCAN (2017) — link
  96. Model-Based Clustering, Discriminant Analysis, and Density Estimation (2002) — link
  97. Handbook of Mixture Analysis (2019)
  98. Finite Mixture Models (2004)
  99. What Are the True Clusters? (2015) — link
  100. Introduction to Probability Models (2019)
  101. Portfolio Selection (1952) — link
  102. A New Approach to Markov-Switching GARCH Models (2004) — link
  103. Autoregressive conditional heteroskedasticity and changes in regime (1994) — link
  104. FRED-MD: A monthly database for macroeconomic research (2016)
  105. Dynamic Asset Allocation with Asset-Specific Regime Forecasts (2024) — link
  106. Stock market prediction using hidden markov models (2012)
  107. Stock market forecasting using hidden Markov model: a new approach (2005)
  108. A Similarity-based Approach to Covariance Forecasting (2023)
  109. The empirical similarity approach for volatility prediction (2014) — link
  110. Macroeconomic regimes (2015)
  111. Is regime switching in stock returns important in portfolio decisions? (2010)
  112. Combining nearest neighbor predictions and model-based predictions of realized variance: Does it pay? (2016)
  113. Returns-Driven Macro Regimes and Characteristic Lead-Lag Behaviour between Asset Classes (2022)
  114. Regime Shifts: Implications for Dynamic Strategies (2012)
  115. Asset Allocation under Multivariate Regime Switching (2007)
  116. How Do Regimes Affect Asset Allocation? (2004)
  117. Business Cycles, Financial Crises, and Stock Volatility (1989)
  118. Were There Regime Switches in U.S. Monetary Policy? (2006)
  119. A New Approach to the Economic Analysis of Nonstationary Time Series and the Business Cycle (1989)
  120. Regime changes and financial markets (2012)
  121. Structural clustering of volatility regimes for dynamic trading strategies (2021)
  122. Clustering commodity markets in space and time: Clarifying returns, volatility, and trading regimes through unsupervised machine learning (2021)
  123. The Sharpe Ratio (1994)
  124. GRASP with path-relinking for the three-index assignment problem (2000)
  125. Probability distribution of solution time in GRASP: an experimental investigation (2003)
  126. Parallel GRASP with path-relinking for job shop scheduling (1984)
  127. Title of a Book in Another Language (Quoted in that Language) (1988)
  128. Multi-start and strategic oscillation methods – principles to exploit adaptive memory (2000)
  129. Bubbles in Japan’s stock markets: a macroeconomic analysis (1995)
  130. The resurgent Japanese economy and a Japan–United States free trade agreement (1997)
  131. Efficient algorithms for layer assignment problems (1996)
  132. Gravitation (1973)
  133. Parallel GRASP with path-relinking for job shop scheduling (1983)
  134. Title of Book (2002)

0 of 142 cited works are in the corpus; resolved via arXiv source bundles, Semantic Scholar and OpenAlex. Corpus-wide: 2518 linked papers.