Machine learning and statistical classification of birdsong link vocal acoustic features with phylogeny | Scientific Reports – Nature.com
Endler, J. A. Signals, signal conditions, and the direction of evolution. Am. Nat. 139, S125S153 (1992).
Article Google Scholar
Romer, H. Ecological constraints for the evolution of hearing and sound communication in insects. Evol. Biol. Hear. 7993 (1992).
Slabbekoorn, H. & Smith, T. B. Bird song, ecology and speciation. Philos. Trans. R. Soc. B 357, 493503 (2002).
Article Google Scholar
Mendelson, T. C. & Shaw, K. L. Sexual behaviour: Rapid speciation in an arthropod. Nature 433, 375376. https://doi.org/10.1038/433375a (2005).
Article ADS CAS PubMed Google Scholar
Bradbury, J. W. & Vehrencamp, S. L. Principles of Animal Communication (Sinauer Associates, 2011).
Google Scholar
Mason, N. A. et al. Song evolution, speciation, and vocal learning in passerine birds. Evolution 71, 786796 (2016).
Article Google Scholar
Chen, Z. & Wiens, J. J. The origins of acoustic communication in vertebrates. Nat. Commun. 11, 369. https://doi.org/10.1038/s41467-020-14356-3 (2020).
Article ADS CAS PubMed PubMed Central Google Scholar
Beecher, M. D. & Brenowitz, E. A. Functional aspects of song learning in songbirds. Trends Ecol. Evol. 20, 143149 (2005).
Article PubMed Google Scholar
Catchpole, C. K. & Slater, P. J. B. Bird Song: Biological Themes and Variations 2nd edn. (Cambridge University Press, 2008).
Book Google Scholar
Seddon, N., Merrill, R. M. & Tobias, J. A. Sexually selected traits predict patterns of species richness in a diverse clade of suboscine birds. Am. Nat. 171, 620631. https://doi.org/10.1086/587071 (2008).
Article PubMed Google Scholar
Riebel, K. Song and female mate choices in zebra finchesA review. Adv. Stud. Behav. 40, 197238 (2009).
Article Google Scholar
Ackermann, H., Hage, S. R. & Ziegler, W. Brain mechanisms of acoustic communication in humans and nonhuman primates: An evolutionary perspective. Behav. Brain Sci. 37, 529546. https://doi.org/10.1017/S0140525X13003099 (2014).
Article PubMed Google Scholar
Woolley, S. M. N. & Moore, J. M. Coevolution in communication senders and receivers: Vocal behavior and auditory processing in multiple songbird species. Ann. N. Y. Acad. Sci. 1225, 155165 (2011).
Article ADS PubMed PubMed Central Google Scholar
Wilkins, M. R., Seddon, N. & Safran, R. J. Evolutionary divergence in acoustic signals: Causes and consequences. Trends Ecol. Evol. 28, 156166. https://doi.org/10.1016/j.tree.2012.10.002 (2013).
Article PubMed Google Scholar
Podos, J. & Patek, S. N. Acoustic signal evolution: biomechanics, size, and performance. Anim. Signal. Funct. Integr. Approach 175203 (2015).
Demery, A.-J.C., Burns, K. J. & Mason, N. A. Bill size, bill shape, and body size constrain bird song evolution on a macroevolutionary scale. Ornithology 138, 111 (2021).
Article Google Scholar
Simmons, A. M. Acoustic Communication (eds Simmons, A. M. et al.) 114 (Springer New York, 2003).
Searcy, W. A. & Nowicki, S. The Evolution of Animal Communication: Reliability and Deception in Signaling Systems (Princeton University Press, 2005).
Google Scholar
Dooling, R. J., Brown, S. D., Klump, G. M. & Okanoya, K. Auditory perception of conspecific and heterospecific vocalizations in birds: Evidence for special processes. J. Comp. Psychol. 106, 2028 (1992).
Article CAS PubMed Google Scholar
Hauber, M. E., Campbell, D. L. & Woolley, S. M. N. The functional role and female perception of male song in Zebra Finches. Emu-Austral. Ornithol. 110, 209218 (2010).
Article Google Scholar
Lynch, A. Ecology and Evolution of Acoustic Communication in Birds (eds Kroodsma, D. E. & Miller, E. H.) 181197 (Comstock Publishing Associates, 1996).
Catchpole, C. K. Acoustic Communication in Birds Vol. 1 (eds Kroodsma, D. E. & Miller, E. H.) 297319 (Academic Press, 1982).
Wiley, R. H. & Richards, D. G. Physical constraints on acoustic communication in the atmosphere: Implications for the evolution of animal vocalizations. Behav. Ecol. Sociobiol. 3, 6994 (1978).
Article Google Scholar
Pckert, M., Martens, J., Kosuch, J., Nazarenko, A. A. & Veith, M. Phylogenetic signal in the song of crests and kinglets (Aves: Regulus). Evolution 57, 616629 (2003).
PubMed Google Scholar
Arato, J. & Fitch, W. T. Phylogenetic signal in the vocalizations of vocal learning and vocal non-learning birds. Philos. Trans. R. Soc. B 376, 20200241 (2021).
Article CAS Google Scholar
Podos, J. Correlated evolution of morphology and vocal signal structure in Darwins finches. Nature 409, 185188. https://doi.org/10.1038/35051570 (2001).
Article ADS CAS PubMed Google Scholar
Grant, B. R. & Grant, P. R. Cultural inheritance of song and its role in the evolution of Darwins finches. Evolution 50, 24712487 (1996).
Article PubMed Google Scholar
Payne, R. B. Handbook of the Birds of the World vol. 15 (eds del Hoyo, A. E. J. & Christie, D. A.) 234377 (Lynx Edicions, 2010).
Payne, R. B., Payne, L. L., Woods, J. L. & Sorenson, M. D. Imprinting and the origin of parasitehost species associations in brood-parasitic indigobirds, Vidua chalybeata. Anim. Behav. 59, 6981 (2000).
Article CAS PubMed Google Scholar
Zann, R. A. Variation in the songs of three species of estrildine grassfinches. Emu-Austral. Ornithol. 76, 97108 (1976).
Article Google Scholar
Moore, J. M. & Woolley, S. M. N. Emergent tuning for learned vocalizations in auditory cortex. Nat. Neurosci. 22, 14691476 (2019).
Article CAS PubMed PubMed Central Google Scholar
Zann, R. A. The Zebra Finch: A Synthesis of Field and Laboratory Studies (Oxford University Press, 1996).
Google Scholar
Payne, R. B. & Payne, L. L. Song mimicry and species associations of west African indigobirds Vidua with Quail-finch Ortygospiza atricollis, Goldbreast Amandava subflava and Brown Twinspot Clytospiza monteiri. Ibis 136, 291304 (1994).
Article Google Scholar
Hosino, T. & Okanoya, K. Lesion of a higher-order song nucleus disruptsphrase level complexity in Bengalese finches. NeuroReport 11, 20912095 (2000).
Article CAS PubMed Google Scholar
Woolley, S. M. & Rubel, E. W. Bengalese finches Lonchura striata domestica depend upon auditory feedback for the maintenance of adult song. J. Neurosci. 17, 63806390. https://doi.org/10.1523/JNEUROSCI.17-16-06380.1997 (1997).
Article CAS PubMed PubMed Central Google Scholar
Honda, E. & Okanoya, K. Acoustical and syntactical comparisons between songs of the white-backed munia (Lonchura striata) and its domesticated strain, the Bengalese finch (Lonchura striata var. domestica). Zool. Sci. 16, 319326 (1999).
Article Google Scholar
Glaze, C. M. & Troyer, T. W. Temporal structure in zebra finch song: implications for motor coding. J. Neurosci. 26, 9911005 (2006).
Article CAS PubMed PubMed Central Google Scholar
Troyer, T. W., Brainard, M. S. & Bouchard, K. E. Timing during transitions in Bengalese finch song: Implications for motor sequencing. J. Neurophysiol. 118, 15561566 (2017).
Article PubMed PubMed Central Google Scholar
Ondracek, J. M., and Hahnloser, R. H. R. Insights from Comparative Hearing Research (eds Kppl, C. et al.) 347388 (Springer, 2013).
Lachlan, R. F., Van Heijningen, C. A., Ter Haar, S. M. & Ten Cate, C. Zebra finch song phonology and syntactical structure across populations and continentsA computational comparison. Front. Psychol. 7, 980 (2016).
Article PubMed PubMed Central Google Scholar
Tchernichovski, O., Nottebohm, F., Ho, C. E., Bijan, P. & Mitra, P. P. A procedure for an automated measurement of song similarity. Anim. Behav. 59, 11671176 (2000).
Article CAS PubMed Google Scholar
Wohlgemuth, M. J., Sober, S. J. & Brainard, M. S. Linked control of syllable sequence and phonology in birdsong. J. Neurosci. 30, 1293612949 (2010).
Article CAS PubMed PubMed Central Google Scholar
Chen, Y. & Sakata, J. T. Norepinephrine in the avian auditory cortex enhances developmental song learning. J. Neurophysiol. 125, 23972407. https://doi.org/10.1152/jn.00612.2020 (2021).
Article CAS PubMed Google Scholar
Rodriguez-Saltos, C. A. et al. Song preferences predict the quality of vocal learning in zebra finches. Sci. Rep. 13, 605. https://doi.org/10.1038/s41598-023-27708-y (2023).
Article ADS CAS PubMed PubMed Central Google Scholar
Sober, S. J., Wohlgemuth, M. J. & Brainard, M. S. Central contributions to acoustic variation in birdsong. J. Neurosci. 28, 1037010379 (2008).
Article CAS PubMed PubMed Central Google Scholar
James, L. S. & Sakata, J. T. Learning biases underlie universals in avian vocal sequencing. Curr. Biol. 27, 3676-3682.e3674. https://doi.org/10.1016/j.cub.2017.10.019 (2017).
Article CAS PubMed Google Scholar
MacLean, E. L. et al. How does cognition evolve? Phylogenetic comparative psychology. Anim. Cogn. 15, 223238 (2012).
Article PubMed Google Scholar
Olsson, U. & Alstrm, P. A comprehensive phylogeny and taxonomic evaluation of the waxbills (Aves: Estrildidae). Mol. Phylogenet. Evol. 146, 106757 (2020).
Article PubMed Google Scholar
Sorenson, M. D. & Payne, R. B. A single ancient origin of brood parasitism in African finches: Implications for host-parasite coevolution. Evolution 55, 25502567 (2001).
CAS PubMed Google Scholar
Sorenson, M. D., Balakrishnan, C. N. & Payne, R. B. Clade-limited colonization in brood parasitic finches (Vidua spp.). Syst. Biol. 53, 104153 (2004).
Article Google Scholar
Arnaiz-Villena, A. et al. Estrildinae finches (Aves, Passeriformes) from Africa, South Asia and Australia: A molecular phylogeographic study. Open Ornithol. J. 2, 2936 (2009).
Article CAS Google Scholar
Kagawa, H., Suzuki, K., Takahasi, M. & Okanoya, K. Domestication changes innate constraints for birdsong learning. Behav. Proc. 106, 9197 (2014).
Article Google Scholar
Podos, J. A performance constraint on the evolution of trilled vocalizations in a songbird family (Passeriformes: Emberizidae). Evolution 51, 537551 (1997).
Article PubMed Google Scholar
ten-Cate, C. Natures Music: The Science of Birdsong (eds Marler, P. R. & Slabbekoorn, H.) 300321 (Elsevier Academic Press, 2004).
- Lessening the shock of defibrillation with machine learning - AIP.ORG - September 17th, 2026 [September 17th, 2026]
- Algorithmic Stock Picking: The Architecture of Machine Learning Alpha in 2026 - Rebellion Research - September 17th, 2026 [September 17th, 2026]
- Canada is pushing ahead with machine learning to improve medical diagnostics - Digital Journal - September 17th, 2026 [September 17th, 2026]
- How researchers use machine learning to re-create chirps and trills produced by forest insects when Dinos - The Times of India - September 15th, 2026 [September 15th, 2026]
- Machine Learning Reshapes Credit Scoring - Communications of the ACM - September 13th, 2026 [September 13th, 2026]
- Machine Learning With Threshold Optimization Could Help Reduce Unnecessary Appendectomies in Adults - bioengineer.org - September 13th, 2026 [September 13th, 2026]
- Information Theory Meets Machine Learning to Catch Industrial Cyberattacks - bioengineer.org - September 13th, 2026 [September 13th, 2026]
- Machine Learning Gets a Robustness Boost by Turning Labels into Preferences - bioengineer.org - September 13th, 2026 [September 13th, 2026]
- Machine Learning Meets X-Rays to Reveal the Hidden Architecture of Pea Seeds - bioengineer.org - September 13th, 2026 [September 13th, 2026]
- Machine Learning Predicts Which Women Will Face Early Ovarian Failure Within Three Years - bioengineer.org - September 13th, 2026 [September 13th, 2026]
- Machine Learning Cracks the Code of Nitinol Wear, a Metal That Remembers Its Shape - bioengineer.org - September 13th, 2026 [September 13th, 2026]
- Using machine learning to see how living brains learn - The University of Utah - September 8th, 2026 [September 8th, 2026]
- Applying causal machine learning to assess and improve cleantech policy design - Nature - September 8th, 2026 [September 8th, 2026]
- Frontier Tech Leaders Programme Celebrates First Machine Learning Bootcamp Graduation and AI for Sustainable Tourism Hackathon in Angola - United... - September 8th, 2026 [September 8th, 2026]
- From the Knowledge to machine learning: Wayve takes AI driving to London - IOT Insider - September 8th, 2026 [September 8th, 2026]
- Algorithm optimizes machine learning techniques that use linear, tunable resistor networks - AIP.ORG - September 2nd, 2026 [September 2nd, 2026]
- Math Modeling Seminar: Applications of Topological Data Analysis and Machine Learning Models in Predictive Biology and Drug Discovery | Events | RIT -... - September 2nd, 2026 [September 2nd, 2026]
- UC Berkeley Announces New Professional Graduate Degree in AI and Machine Learning - University of California, Berkeley - August 25th, 2026 [August 25th, 2026]
- DedeepyaYarraand the rise of Trustworthy AI: Where Machine Learning meets cybersecurity - India.com - August 25th, 2026 [August 25th, 2026]
- Machine learning smooths the road from idea to real-world climate impact - EurekAlert! - August 18th, 2026 [August 18th, 2026]
- Chris Latham Interviews Henry Zelikovsky, Founder & CEO of Softlab360: Successful Applications of AI/Machine Learning in Wealth Management -... - August 18th, 2026 [August 18th, 2026]
- Integrated data and machine learning transform lung cancer diagnosis and treatment - Bioengineer.org - August 18th, 2026 [August 18th, 2026]
- Machine learning accelerates climate solutions from ideas to real-world impact - Bioengineer.org - August 18th, 2026 [August 18th, 2026]
- Identification of weight loss predictors using machine learning approaches in adolescents with obesity - Nature - August 16th, 2026 [August 16th, 2026]
- Quantitative Hedge Fund Strategies: The Machine Learning Revolution of 2026 - rebellionresearch.com - August 16th, 2026 [August 16th, 2026]
- Healthcare Machine Learning Hits Production Scale as Governance Falls Behind, Black Book's Fourth Annual Report Finds - bhpioneer.com - August 16th, 2026 [August 16th, 2026]
- Machine Learning Identifies Predictors of Weight Loss in Adolescents With Obesity - Bioengineer.org - August 16th, 2026 [August 16th, 2026]
- How AI is changing hurricane forecasting as scientists track storms with machine learning - Gulf Coast News and Weather - August 12th, 2026 [August 12th, 2026]
- Scalable prediction of suicidal risk in university students: a three steps machine learning approach in university settings - Nature - August 12th, 2026 [August 12th, 2026]
- Identification of critical brain regions for young adults with obesity and their relationships with impulsivity using machine learning based on... - August 12th, 2026 [August 12th, 2026]
- UNIVERSITY OF ALBERTA Drones and machine learning team up to map forest soil health - Education News Canada - August 12th, 2026 [August 12th, 2026]
- Meet Millie Pradawong, the 14-year-old Virginia student using machine learning and CRISPR to make microal - The Times of India - August 7th, 2026 [August 7th, 2026]
- UWs Machine Learning for High School Teachers Workshop Enriches Classrooms - University of Wyoming - August 7th, 2026 [August 7th, 2026]
- Assessment and pathways of the energy production revolution in the Yellow River Basin, China towards carbon peaking: a machine learning approach -... - August 7th, 2026 [August 7th, 2026]
- TN Agri Budget: Govt bets on AI, Machine Learning to deliver real-time assistance to farmers - ThePrint - August 7th, 2026 [August 7th, 2026]
- Machine Learning Identifies Cognitive Impairment From Patient Speech - Psychiatry Advisor - August 5th, 2026 [August 5th, 2026]
- The Evolution of AI and Machine Learning: Powering the Future of Energy - JPT Homepage - August 5th, 2026 [August 5th, 2026]
- How Machine Learning Is Reshaping Extended Detection and Response - Technology Org - August 5th, 2026 [August 5th, 2026]
- AI and machine learning roles boost Indias white-collar recruitment - Staffing Industry Analysts - August 5th, 2026 [August 5th, 2026]
- Machine learning narrows search for additional particles in the Higgs boson family - Phys.org - July 24th, 2026 [July 24th, 2026]
- F1 in Belgium: Machine learning algorithms are ruining the sport - Ars Technica - July 24th, 2026 [July 24th, 2026]
- Researchers use AI and machine learning to design two new promising blue TADF OLED emitters - OLED-Info - July 24th, 2026 [July 24th, 2026]
- Machine learning professor breaks down OpenAI model's hack of another AI company - CBS News - July 24th, 2026 [July 24th, 2026]
- Barlast Tests Folk Tradition and Machine Learning On Imitation Game - World Music Central - July 24th, 2026 [July 24th, 2026]
- Predicting Outcomes with Machine Learning | Mathematical Sciences | College of Arts & Sciences - University of Delaware - July 6th, 2026 [July 6th, 2026]
- Machine Learning in Public Health: A 3-day Intensive Workshop - American Public Health Association - July 6th, 2026 [July 6th, 2026]
- Tunable band-stop photodetection with machine learning-enabled broadband spectral adaptation - Nature - July 3rd, 2026 [July 3rd, 2026]
- Basic machine learning with lessR : Easy, simple, and free - Open Access Government - July 3rd, 2026 [July 3rd, 2026]
- QuadSci Named Machine Learning Company of the Year - MarTech Cube - July 3rd, 2026 [July 3rd, 2026]
- From Conventional to Intelligent Triage: A Systematic Review of Artificial Intelligence and Machine Learning Applications in Emergency Departments -... - July 3rd, 2026 [July 3rd, 2026]
- On Robustness and Chain-of-Thought Consistency of RL-Finetuned VLMs - Apple Machine Learning Research - July 3rd, 2026 [July 3rd, 2026]
- Improving Wildfire Prediction with Machine Learning and Firebreaks - University of Reading - July 3rd, 2026 [July 3rd, 2026]
- A 3X Leader for the Agentic Era: DataRobot Named a Leader Again in the Gartner Magic Quadrant for Data Science and Machine Learning Platforms -... - June 24th, 2026 [June 24th, 2026]
- A 3X Leader for the Agentic Era: DataRobot Named a Leader Again in the Gartner Magic Quadrant for Data Science and Machine Learning Platforms - Yahoo... - June 24th, 2026 [June 24th, 2026]
- Undergrads gain hands-on machine learning experience in summer program - The Pennsylvania State University - June 24th, 2026 [June 24th, 2026]
- Python and Machine Learning: Why the Two Skills Are Increasingly Inseparable - BNO News - June 24th, 2026 [June 24th, 2026]
- Domino Data Lab Named a Visionary for the Third Consecutive Year in the 2026 Gartner Magic Quadrant for AI Platforms for Data Science and Machine... - June 24th, 2026 [June 24th, 2026]
- Machine Learning Boosts Smart Thermochromic Window Efficiency - Bioengineer.org - June 24th, 2026 [June 24th, 2026]
- A.I. VS HUMAN ROAST BATTLE to Pit Machine Learning Against Live Rapper in SF - BroadwayWorld - June 16th, 2026 [June 16th, 2026]
- Machine learning gives the U.S. a 1% chance of winning the World Cup final in its own backyard - Fortune - June 16th, 2026 [June 16th, 2026]
- Machine Learning Reveals Genes That Help Yeasts Resist Stress - Department of Energy (.gov) - June 16th, 2026 [June 16th, 2026]
- Machine Learning Reveals AED Impact on LGG Prognosis - Bioengineer.org - June 16th, 2026 [June 16th, 2026]
- Introducing the Third Generation of Apples Foundation Models - Apple Machine Learning Research - June 12th, 2026 [June 12th, 2026]
- Machine learning model predicts T2D risk up to 10 years before onset - Managed Healthcare Executive - June 12th, 2026 [June 12th, 2026]
- GPU as a Service Market to Reach USD 14.4 Billion by 2033 at 16.0% CAGR, Fueled by Generative AI, Machine Learning, and Cloud Infrastructure Expansion... - June 12th, 2026 [June 12th, 2026]
- Machine learning-guided design of mechanoadaptive bioglues for multitissue trauma and first-aid applications - Nature - June 12th, 2026 [June 12th, 2026]
- OUCRU scientists are using machine learning to forecast the next dengue outbreak - tropicalmedicine.ox.ac.uk - June 12th, 2026 [June 12th, 2026]
- IIT Roorkee invites applications for 11th Batch of Data Science, Machine Learning & Generative AI Programme - Elets Technomedia - June 12th, 2026 [June 12th, 2026]
- RAG Is Not Machine Learning, and the ML Toolkit Solves the Wrong Problem - Towards Data Science - June 3rd, 2026 [June 3rd, 2026]
- A reality check on the AI jobs hysteria - Machine Learning Week US - June 3rd, 2026 [June 3rd, 2026]
- STMicroelectronics Releases Vibration Sensor With Integrated Machine Learning for Industrial Monitoring - geneonline.com - June 3rd, 2026 [June 3rd, 2026]
- NAVER LABS Europe is offering a 2026 Research Internship in Large Language Models, focusing on AI Alignment, Controlled Generation, and Machine... - May 29th, 2026 [May 29th, 2026]
- Q&A: A Machine-Learning-Based Tool to Enhance Clinical Care of Patients With Multiple Sclerosis - Physician's Weekly - May 29th, 2026 [May 29th, 2026]
- Evaluating the Diagnostic Performance of AI and Machine Learning in Sickle Cell Disease Detection: A Systematic Review - Cureus - May 29th, 2026 [May 29th, 2026]
- HTC-19 Update: Artificial Intelligence and Machine Learning - Chromatography Online - May 29th, 2026 [May 29th, 2026]
- Multimodal phenotypic classification of generalized anxiety and panic using structural MRI data and psychosocial factors: machine learning results... - May 29th, 2026 [May 29th, 2026]
- Machine Learning Personalizes Depression Treatment with the Help of Wearable Technology - UC San Diego Today - May 27th, 2026 [May 27th, 2026]
- How Machine Learning Makes Complex Knowledge Useable in Real-World Conditions - Supply & Demand Chain Executive - May 25th, 2026 [May 25th, 2026]
- How Airbnbs machine-learning tools aim to prevent Memorial Day weekend parties in Las Vegas - FOX5 Vegas - May 25th, 2026 [May 25th, 2026]
- Artificial Intelligence and Machine Learning in Hospital Quality Management, Patient Safety, and Accreditation Readiness: A Systematic Review and... - May 25th, 2026 [May 25th, 2026]