MyPublications.bib

@article{LiaoMaggioni,
  title={Adaptive Geometric Multiscale Approximations for Intrinsically Low-dimensional Data},
  author={Liao, Wenjing and Maggioni, Mauro},
  journal={arXiv preprint arXiv:1611.01179},
  year={2016}
}


@article{MMS:NoisyDictionaryLearning,
 author = {Maggioni, Mauro and Minsker, Stanislav and Strawn, Nate},
 title = {Multiscale Dictionary Learning: Non-asymptotic Bounds and Robustness},
 journal = {Journal of Machine Learning Research},
 volume = {17},
 number = {1},
 month = jan,
 year = {2016},
 issn = {1532-4435},
 pages = {43--93}
} 


@article{10.1371/journal.pcbi.1003628,
	author = {Altemose, Nicolas AND Miga, Karen H. AND Maggioni, Mauro AND Willard, Huntington F.},
	journal = {PLoS Comput Biol},
	publisher = {Public Library of Science},
	title = {Genomic Characterization of Large Heterochromatic Gaps in the Human Genome Assembly},
	year = {2014},
	month = {05},
	volume = {10},
	url = {http://dx.doi.org/10.1371%2Fjournal.pcbi.1003628},
	pages = {e1003628},
	number = {5},
	doi = {10.1371/journal.pcbi.1003628}
}        

@article{CM:ATLAS,
Author={M. Crosskey and M. Maggioni},
Title = {ATLAS: A geometric approach to learning high-dimensional stochastic systems near manifolds},
Year = {2014},
Note = {submitted; arxiv: 1404.0667}
}


@article{GM:metricGMRA,
Author = {M. Maggioni},
Title = {Multiscale Dictionary Learning in Metric Spaces},
Year = {2014},
Note = {in preparation}
}

@misc{BGM:MMMs,
Author = {Eli Bingham, D. Giannakis, M. Maggioni},
Title = {Multiscale {M}arkov Models},
Year = {2014},
Note = {in preparation}
}

@misc{LMM:GMRAclassificationregression,
Author = {D. Lawlor and M. Maggioni and  E. Monson},
Title = {Adaptive Multiscale Classification and Regression in High Dimensions},
Year = {2014},
Note = {in preparation}
}

@article{MM:Spars11talk,
Author = {M.Maggioni},
Title = {Multiscale Geometric Dictionaries for Point-Cloud Data, Presented at {SPARS} 11, http://www.math.duke.edu/~mauro/research.html{\#}Talks},
Year = {2011},
Month = {June},
Note = {Presented at {SPARS} 11},
url = {http://www.math.duke.edu/~mauro/research.html#Talks}
}

@inproceedings{MM_GeometricEstimationAsilomar,
Author = {Mauro Maggioni},
Booktitle = {IEEE Asilomar Conference on Signals, Systems and Computers},
Title = {Geometric Estimation of Probability Measures in High Dimensions},
Year = {2013}
}

@article{niyogi2008finding,
	Author = {Niyogi, P. and Smale, S. and Weinberger, S.},
	Date-Added = {2013-11-18 18:07:45 +0000},
	Date-Modified = {2013-11-18 18:07:57 +0000},
	Journal = {Discrete \& Computational Geometry},
	Number = {1-3},
	Pages = {419--441},
	Publisher = {Springer},
	Title = {Finding the homology of submanifolds with high confidence from random samples},
	Volume = {39},
	Year = {2008}}

@article{federer1959curvature,
	Author = {Federer, H.},
	Date-Added = {2013-11-18 17:37:23 +0000},
	Date-Modified = {2013-11-18 17:37:47 +0000},
	Journal = {Transactions of the American Mathematical Society},
	Number = {3},
	Pages = {418--491},
	Publisher = {JSTOR},
	Title = {Curvature measures},
	Volume = {93},
	Year = {1959}}

@techreport{AM:DataSketching,
	Author = {W.K. Allard and M. Maggioni},
	Note = {in preparation},
	Title = {Data Structures for Multiscale Data Sketching},
	Year = {2013}}

@techreport{CM:MultiscaleDynamicsI,
	Author = {M.C. Crosskey and M. Maggioni},
	Note = {in preparation},
	Title = {Learning of intrinsically low-dimensional stochastic systems in high-dimensions, I},
	Year = {2013}}

@inproceedings{6410789,
	Author = {Guangliang Chen and Iwen, M. and Sang Chin and Maggioni, M.},
	Booktitle = {Visual Communications and Image Processing (VCIP), 2012 IEEE},
	Doi = {10.1109/VCIP.2012.6410789},
	Keywords = {data compression;data structures;hyperspectral imaging;image coding;statistical distributions;anomaly detection;compressive measurements;data representations;data sets;fast multiscale framework;high-dimensional data;hyperspectral images;measure estimation;probability distribution;Approximation methods;Complexity theory;Dictionaries;Estimation;Hyperspectral imaging;Manifolds;Training data;Anomaly Detection;Compressive Sensing;Dictionary Learning;High Dimensional Data Sets;Hyper-spectral Imaging;Measure Estimation},
	Pages = {1-6},
	Title = {A fast multiscale framework for data in high-dimensions: Measure estimation, anomaly detection, and compressive measurements},
	Year = {2012},
	Bdsk-Url-1 = {http://dx.doi.org/10.1109/VCIP.2012.6410789}}

@inproceedings{BM_GMReductionControlledSystems,
	Author = {Jake Bouvrie and Mauro Maggioni},
	Booktitle = {IEEE Conference on Decision and Control (CDC)},
	Title = {Geometric Multiscale Reduction for Autonomous and Controlled Nonlinear Systems},
	Year = {2012}}

@inproceedings{BM_EfficientMultiscaleMarkov,
	Author = {Jake Bouvrie and Mauro Maggioni},
	Booktitle = {Proc. 50th Annual Allerton Conference on Communication, Control, and Computing},
	Title = {Efficient Solution of Markov Decision Problems with Multiscale Representations},
	Year = {2012}}

@inproceedings{GM_MultiscaleDictionariesSPIE,
	Author = {S. Gerber and M. Maggioni},
	Booktitle = {Proc. SPIE conference Optics and Photonics},
	Title = {Multiscale dictionaries, transforms, and learning in high-dimensions},
	Year = {2013}}

@techreport{LMR:MGM1,
	Address = {MIT, Cambridge, MA},
	Author = {Anna V. Little and Mauro Maggioni and Lorenzo Rosasco},
	Journal = {Appl. Comp. Harm. Anal.},
	Institution = {MIT-CSAIL-TR-2012-029/CBCL-310},
	Month = {September},
	Title = {Multiscale Geometric Methods for Data Sets {I}: Multiscale {SVD}, Noise and Curvature},
	Year = {2012}
}

@article{BM:MMDPs,
  title={Multiscale Markov Decision Problems: Compression, Solution, and Transfer Learning},
  author={Bouvrie, Jake and Maggioni, Mauro},
  journal={arXiv preprint arXiv:1212.1143},
  year={2012}
}

@article{IM:GMRA_CS,
	Author = {Mark A. Iwen and Mauro Maggioni},
	Journal = {Inference \& Information},
	Note = {arXiv:1204.3337v1, 2012},
	Number = 1,
	Pages = {1--31},
	Title = {Approximation of points on low-dimensional manifolds via random linear projections},
	Volume = 2,
	Year = {2013}}

@inproceedings{wrm:OnlineSocial,
	Author = {W Willinger, R Rejaie, M Torkjazi, M Valafar, and M Maggioni},
	Booktitle = {Proc. 2nd Workshop on Hot Topics in Measurement and Modeling of Computer Systems (HotMetrics'09)},
	Title = {Research on Online Social Networks: Time to Face the Real Challenges},
	Year = {2009}}

@inproceedings{CIMC:vcip2012,
	Author = {G. Chen and M. Iwen and S. Chin and M. Maggioni},
	Booktitle = {Visual Communications and Image Processing (VCIP), 2012 IEEE},
	Doi = {10.1109/VCIP.2012.6410789},
	Keywords = {data compression;data structures;hyperspectral imaging;image coding;statistical distributions;anomaly detection;compressive measurements;data representations;data sets;fast multiscale framework;high-dimensional data;hyperspectral images;measure estimation;probability distribution;Approximation methods;Complexity theory;Dictionaries;Estimation;Hyperspectral imaging;Manifolds;Training data;Anomaly Detection;Compressive Sensing;Dictionary Learning;High Dimensional Data Sets;Hyper-spectral Imaging;Measure Estimation},
	Notes = {submitted Apr 2012},
	Pages = {1-6},
	Title = {A Fast Multiscale Framework for Data in High Dimensions: Measure Estimation, Anomaly Detection, and Compressive Measurements},
	Year = {2012},
	Bdsk-Url-1 = {http://dx.doi.org/10.1109/VCIP.2012.6410789}}

@article{CIM:geometricdensityestimation,
	Author = {M. Maggioni},
	Journal = {in preparation},
	Title = {Geometric Measure Estimation},
	Year = {2014}}

@conference{LM:sampta11,
	Author = {J. Lee and M. Maggioni},
	Booktitle = {Proc. {SampTA}},
	Date-Added = {2011-07-18 22:56:22 -0400},
	Date-Modified = {2011-07-18 22:58:39 -0400},
	Title = {Multiscale Analysis of Time Series of Graphs},
	Year = {2011}}

@article{ZRMC:PolymerReversal,
	Author = {W. Zheng and M. A. Rohrdanz and M. Maggioni and C. Clementi},
	Date-Added = {2011-07-18 20:54:06 -0400},
	Date-Modified = {2011-07-18 20:56:54 -0400},
	Journal = {J. Chem. Phys.},
	Number = {134},
	Pages = {144108},
	Title = {Polymer reversal rate calculated via locally scaled diffusion map},
	Year = {2011}}

@article{RZMC:ReactionCoordinatesLocalScaling,
	Author = {M. A. Rohrdanz and W. Zheng and M. Maggioni and C. Clementi},
	Journal = {J. Chem. Phys.},
	Number = {134},
	Pages = {124116},
	Title = {Determination of reaction coordinates via locally scaled diffusion map},
	Year = {2011}}

@article{MRA_HRBF2004,
	Author = {S. Ferrari and M. Maggioni and N. A. Borghese},
	Journal = {IEEE Trans. on Neural Networks},
	Month = {jan},
	Number = {1},
	Pages = {178--188},
	Title = {Multi-Scale Approximation with Hierarchical Radial Basis Functions Networks,},
	Volume = {15},
	Year = {2004}}

@article{AuditoryDisplay,
	Author = {R.J. Cassidy and J. Berger and M. Maggioni and RR Coifman},
	Journal = {Proc. 2004 Intern. Con. Auditory Display},
	Title = {Auditory display of hyperspectral colon tissue images using vocal synthesis models},
	Year = {2004}}

@article{CCMW,
	Author = {C.K. Chui and W. Czaja and M. Maggioni and G. Weiss},
	Journal = {J Four Anal App},
	Number = {2},
	Pages = {173-200},
	Title = {Characterization of Tight Wavelet Frames with Arbitrary Matrix Dilations and Tightness Preserving Oversampling},
	Volume = {8},
	Year = {2002}}

@article{ModPath:2003,
	Author = {G.L. Davis and M. Maggioni and R.R. Coifman and R. Levinson and D. Rimm},
	Journal = {Mod. Path.},
	Note = {In print},
	Title = {Spatial-Spectral Analysis of Colon Carcinoma},
	Year = {2004}}

@article{ModPath:2004,
	Author = {G.L. Davis and M. Maggioni and F.J. Warner and F.B. Geshwind and A.C. Coppi and R.A. DeVerse and R.R. Coifman},
	Journal = {Mod Pathol},
	Number = {1:358A},
	Optmonth = {Sep.},
	Title = {Spectral Analysis of normal and Malignant Microarray Tissue Sections using a novel micro-optoelectrialmechanical system},
	Volume = {17},
	Year = {2004}}

@article{MMIEEEPath,
	Author = {M. Maggioni and F.J. Warner and G.L. Davis and R.R. Coifman and F.B. Geshwind and A.C. Coppi and R.A. DeVerse},
	Journal = {submitted},
	Title = {Algorithms from Signal and Data Processing Applied to Hyperspectral Analysis: Application to Discriminating Normal and Malignant Microarray Colon Tissue Sections},
	Year = {2004}}

@techreport{MMPathTechRep,
	Address = {Dept. Comp. Sci.},
	Author = {M. Maggioni and F.J. Warner and G.L. Davis and R.R. Coifman and F.B. Geshwind and A.C. Coppi and R.A. DeVerse},
	Institution = {Yale University},
	Month = {Feb},
	Number = {1311},
	Title = {Algorithms from Signal and Data Processing Applied to Hyperspectral Analysis: Application to Discriminating Normal and Malignant Microarray Colon Tissue Sections},
	Year = {2004}}

@article{GoetzmannBeauty,
	Author = {W. Goetzmann and P.W. Jones and M. Maggioni and J. Walden},
	Journal = {submitted},
	Month = {September},
	Title = {Beauty is in the eye of the beholder},
	Year = {2004}}

@article{Box,
	Author = {N.H. Katz and E. Krop and M. Maggioni},
	Journal = {Math. Research Letters},
	Pages = {515-519},
	Title = {On the box problem},
	Volume = {4},
	Year = {2002}}

@article{DiffusionPNAS,
	Author = {Coifman, R. R. and Lafon, S. and Lee, A. B. and Maggioni, M. and Nadler, B. and Warner, F. and Zucker, S. W.},
	Doi = {10.1073/pnas.0500334102},
	Journal = {PNAS},
	Number = {21},
	Pages = {7426-7431},
	Title = {Geometric diffusions as a tool for harmonic analysis and structure definition of data: Diffusion maps},
	Volume = {102},
	Year = {2005},
	Bdsk-Url-1 = {http://dx.doi.org/10.1073/pnas.0500334102}}

@article{DiffusionPNAS2,
	Author = {Coifman, R. R. and Lafon, S. and Lee, A. B. and Maggioni, M. and Nadler, B. and Warner, F. and Zucker, S. W.},
	Doi = {10.1073/pnas.0500334102},
	Journal = {PNAS},
	Number = {21},
	Pages = {7432--7438},
	Title = {Geometric diffusions as a tool for harmonic analysis and structure definition of data: Multiscale methods},
	Volume = {102},
	Year = {2005},
	Bdsk-Url-1 = {http://dx.doi.org/10.1073/pnas.0500334102}}

@unpublished{CM:MultiscaleAnalysisOfDocumentCorpora,
	Author = {R.R. Coifman and M. Maggioni},
	Note = {in preparation},
	Title = {Multiscale Analysis of Document Corpora},
	Year = {2006}}

@techreport{CMTech,
	Author = {R.R. Coifman and M. Maggioni},
	Institution = {Dept. Comp. Sci., Yale University},
	Month = {May},
	Number = {YALE/DCS/TR-1289},
	Title = {Multiresolution Analysis associated to diffusion semigroups: construction and fast algorithms},
	Type = {Tech. Rep.},
	Year = {2004}}

@article{CM:MsDataDiffWavelets,
	Author = {R.R. Coifman and M. Maggioni},
	Journal = {Proc. SIAM Bioinf. Workshop, Minneapolis},
	Month = {April},
	Title = {Multiscale Data Analysis with Diffusion Wavelets},
	Year = {2007}}

@article{CMDiffusionWavelets,
	Author = {R.R. Coifman and M. Maggioni},
	Journal = {Appl. Comp. Harm. Anal.},
	Month = {July},
	Note = {(Tech. Rep. YALE/DCS/TR-1303, Yale Univ., Sep. 2004)},
	Number = {1},
	Pages = {53--94},
	Title = {Diffusion Wavelets},
	Volume = {21},
	Year = {2006}}

@article{DiffusionWaveletPackets,
	Author = {J.C. Bremer and R.R. Coifman and M. Maggioni and A.D. Szlam},
	Journal = {Appl. Comp. Harm. Anal.},
	Month = {July},
	Note = {(Tech. Rep. YALE/DCS/TR-1304, 2004)},
	Number = {1},
	Pages = {95--112},
	Title = {Diffusion Wavelet Packets},
	Volume = {21},
	Year = {2006}}

@misc{PathNIH2004,
	Author = {G.L. Davis and M. Maggioni and F.J. Warner and F.B. Geshwind and A.C. Coppi and R.A. DeVerse and R.R. Coifman},
	Howpublished = {Poster, Optical Imaging NIH workshop, to app. in proc.},
	Month = {Sep},
	Title = {Hyper-spectral Analysis of normal and malignant colon tissue microarray sections using a novel DMD system},
	Year = {2004}}

@article{MBand,
	Author = {M. Maggioni},
	Journal = {Appl. Comput. Harm. Anal.},
	Pages = {286-311},
	Title = {M-Band {B}urt-{A}delson Wavelets},
	Volume = {3},
	Year = {2000}}

@article{CriticalExponent,
	Author = {M. Maggioni},
	Journal = {Monats. Math.},
	Number = {1},
	Pages = {49-70},
	Title = {Critical Exponent of Short Even Filters and Biorthogonal Burt-Adelson Wavelets},
	Volume = {131},
	Year = {2000}}

@article{MM_WaveletFrames,
	Author = {M. Maggioni},
	Journal = {Monats. Mat.},
	Number = {143},
	Pages = {299--331},
	Title = {Wavelet frames on groups and hypergroups via discretization of {C}alder\'on formulas},
	Year = {2004}}

@article{CMZK:CONB,
	Author = {R.R. Coifman and M. Maggioni and S.W. Zucker and I.G. Kevrekidis},
	Journal = {Curr Opin Neurobiol},
	Month = {October},
	Number = {5},
	Pages = {576--84},
	Title = {Geometric diffusions for the analysis of data from sensor networks},
	Volume = {15},
	Year = {2005}}

@inproceedings{CLMKSWZ:GeometrySensorOutputs,
	Author = {R.R. Coifman and S. Lafon and M. Maggioni and Y. Keller and A.D. Szlam and F.J. Warner and S.W. Zucker},
	Booktitle = {Proc. SPIE},
	Editor = {Intelligent Integrated Microsystems; Ravindra A. Athale, John C. Zolper; Eds.},
	Month = {May},
	Pages = {623209},
	Title = {Geometries of sensor outputs, inference, and information processing},
	Volume = {6232},
	Year = {2006}}

@inproceedings{smmm:ValueFunction,
	Author = {S. Mahadevan and M. Maggioni},
	Booktitle = {University of Massachusetts, Department of Computer Science Technical Report TR-2005-38; Proc. NIPS 2005},
	Title = {Value Function Approximation with Diffusion Wavelets and Laplacian Eigenfunctions},
	Year = {2005}}

@inproceedings{smmm:FastDirectMDP,
	Author = {M. Maggioni and S. Mahadevan},
	Booktitle = {ICML 2006},
	Pages = {601--608},
	Title = {Fast Direct Policy Evaluation using Multiscale Analysis of Markov Diffusion Processes},
	Year = {2006}}

@article{smmm:jmrl1,
	Author = {S. Mahadevan and M. Maggioni},
	Journal = {JMLR},
	Pages = {2169--2231},
	Title = {Proto-value Functions: A Spectral Framework for Solving Markov Decision Processes},
	Volume = {8},
	Year = {2007}}

@article{mmsm:jmrl2,
	Author = {M. Maggioni and S. Mahadevan},
	Journal = {submitted},
	Note = {in preparation},
	Title = {Multiscale Diffusion Bases for Policy Iteration in Markov Decision Processes},
	Year = {2006}}

@inproceedings{MM:EEG,
	Author = {E. Causevic and R.R. Coifman and R. Isenhart and A. Jacquin and E.R. John and M. Maggioni and L.S. Prichep and F.J. Warner},
	Month = {May},
	Note = {10.1109/ICASSP.2006.1660859},
	Publisher = {ICASSP Proc.},
	Title = {{QEEG}-based classification with wavelet packets and microstate features for triage applications in the {ER}},
	Volume = {3},
	Year = {2006}}

@conference{maggioni:60910I,
	Author = {M. Maggioni and G.L. Davis and F.J. Warner and F.B. Geshwind and A.C. Coppi and R.A. DeVerse and R.R. Coifman},
	Editor = {Robert R. Alfano and Alvin Katz},
	Eid = {60910I},
	Journal = {Optical Biopsy VI},
	Location = {San Jose, CA, USA},
	Number = {1},
	Numpages = {9},
	Pages = {60910I},
	Publisher = {SPIE},
	Title = {Hyperspectral microscopic analysis of normal, benign and carcinoma microarray tissue sections},
	Volume = {6091},
	Year = {2006}}

@conference{MBCS:BiorthogonalDiffusionWavelets,
	Author = {M. Maggioni and J.C. Bremer Jr. and R.R. Coifman and A.D. Szlam},
	Editor = {Manos Papadakis and Andrew F. Laine and Michael A. Unser},
	Eid = {59141M},
	Journal = {Wavelets XI},
	Location = {San Diego, CA, USA},
	Number = {1},
	Numpages = {13},
	Pages = {59141M},
	Publisher = {SPIE},
	Title = {Biorthogonal diffusion wavelets for multiscale representations on manifolds and graphs},
	Url = {http://link.aip.org/link/?PSI/5914/59141M/1},
	Volume = {5914},
	Year = {2005},
	Bdsk-Url-1 = {http://link.aip.org/link/?PSI/5914/59141M/1}}

@conference{MSCB:MultiscaleManifoldMethods,
	Author = {A.D. Szlam and M. Maggioni and R.R. Coifman and J.C. Bremer Jr.},
	Editor = {Manos Papadakis and Andrew F. Laine and Michael A. Unser},
	Eid = {59141D},
	Journal = {Wavelets XI},
	Location = {San Diego, CA, USA},
	Numpages = {11},
	Pages = {59141D},
	Publisher = {SPIE},
	Title = {Diffusion-driven multiscale analysis on manifolds and graphs: top-down and bottom-up constructions},
	Url = {http://link.aip.org/link/?PSI/5914/59141D/1},
	Volume = {5914-1},
	Year = {2005},
	Bdsk-Url-1 = {http://link.aip.org/link/?PSI/5914/59141D/1}}

@inproceedings{MMD:TensorCUR,
	Author = {M.W. Mahoney and M. Maggioni and P. Drineas,},
	Booktitle = {Proc 12-th Annual SIGKDD},
	Title = {Tensor-CUR Decompositions For Tensor-Based Data},
	Year = {2006}}

@article{SMC:GeneralFrameworkAdaptiveRegularization,
	Author = {A.D. Szlam and M. Maggioni and R.R. Coifman},
	Journal = {Jour. Mach. Learn. Res.},
	Month = {Aug},
	Note = {(YALE/DCS/TR1365, Yale Univ, July 2006)},
	Number = {9},
	Pages = {1711--1739},
	Title = {Regularization on Graphs with Function-adapted Diffusion Processes},
	Year = {2008}}

@inproceedings{smkfsomm:SimLearningReprControlContinuous,
	Author = {S. Mahadevan and K. Ferguson and S. Osentoski and M. Maggioni},
	Booktitle = {AAAI},
	Publisher = {AAAI Press},
	Title = {Simultaneous Learning of Representation and Control In Continuous Domains},
	Year = {2006}}

@article{jms:UniformizationEigenfunctions,
	Author = {P.W. Jones and M. Maggioni and R. Schul},
	Journal = {Proc. Nat. Acad. Sci.},
	Month = {Feb.},
	Number = {6},
	Pages = {1803--1808},
	Title = {Manifold parametrizations by eigenfunctions of the {L}aplacian and heat kernels},
	Volume = {105},
	Year = {2008}}

@article{jms:UniformizationEigenfunctions2,
	Author = {P.W. Jones and M. Maggioni and R. Schul},
	Journal = {Ann. Acad. Scient. Fen.},
	Month = {January},
	Note = {http://arxiv.org/abs/0709.1975},
	Pages = {1--44},
	Title = {Universal local manifold parametrizations via heat kernels and eigenfunctions of the {Laplacian}},
	Volume = {35},
	Year = {2010}}

@article{MM:DiffusionPolynomialFrames,
	Author = {M. Maggioni and H. Mhaskar},
	Journal = {ACHA},
	Month = {May},
	Pages = {329--353},
	Title = {Diffusion polynomial frames on metric measure spaces},
	Volume = {3},
	Year = {2008}}

@article{CKLMN:DiffusionMapsReductionCoordinates,
	Author = {R.R. Coifman and I.G. Kevrekidis and S. Lafon and M. Maggioni and B. Nadler},
	Journal = {SIAM J.M.M.S.},
	Number = {2},
	Pages = {842--864},
	Title = {Diffusion Maps, reduction coordinates and low dimensional representation of stochastic systems},
	Volume = {7},
	Year = {2008}}

@article{Eric:MarkovModeling,
	Author = {E.E. Monson and M. Maggioni and A.L. Lin},
	Journal = {in preparation},
	Title = {Markov Modeling of experimental, constrained geometry neuron network dynamics},
	Year = {2007}}

@misc{CM:SiamNews,
	Author = {R.R. Coifman and M. Maggioni},
	Howpublished = {SIAM News},
	Month = {November},
	Title = {Geometry Analysis and Signal Processing on Digital Data, Emergent Structures, and Knowledge Building},
	Year = {2008}}

@inproceedings{MM:MultiscaleDimensionalityEstimationAAAI,
	Author = {A.V. Little and Y.-M. Jung and M. Maggioni},
	Booktitle = {Proc. A.A.A.I.},
	Title = {Multiscale Estimation of Intrinsic Dimensionality of Data Sets},
	Year = {2009}}

@inproceedings{MM:MultiscaleDimensionalityEstimationSSP,
	Author = {A.V. Little and J. Lee and Y.-M. Jung and M. Maggioni},
	Booktitle = {Proc. S.S.P.},
	Title = {Estimation of intrinsic dimensionality of samples from noisy low-dimensional manifolds in high dimensions with multiscale {$SVD$}},
	Year = {2009}}

@article{GFMS:MultiscaleMolecularNetworks,
	Author = {J. Guinney and P. Febbo and M. Maggioni and S. Mukherjee},
	Journal = {Proc. JSM},
	Title = {Multiscale factor models for molecular networks},
	Year = {2010}}


@article{CM:MGM3,
	Author = {G. Chen and M. Maggioni},
	Journal = {in preparation},
	Title = {Multiscale Geometric Methods for Data Sets {III}: multiple planes},
	Year = {2010}}

@article{CM:MGM2,
	title={Multi-scale geometric methods for data sets II: Geometric multi-resolution analysis},
  author={Allard, William K and Chen, Guangliang and Maggioni, Mauro},
  journal={Applied and Computational Harmonic Analysis},
  volume={32},
  number={3},
  pages={435--462},
  year={2012},
  publisher={Elsevier}
}

@article{CM:geometricwaveletsciss,
	Author = {G. Chen and M.Maggioni},
	Journal = {Proc. CISS 2010},
	Title = {Multiscale Geometric Wavelets for the Analysis of Point Clouds},
	Year = {2010}}

@book{MM:WaveletsMultiscale2010,
	Author = {G. Chen and A.V. Little and M. Maggioni and L. Rosasco},
	Chapter = {Some recent advances in multiscale geometric analysis of point clouds},
	Note = {submitted March 12th, 2010},
	Publisher = {Springer Verlag},
	Title = {Wavelets and Multiscale Analysis: Theory and Applications},
	Year = {2011}}

@inproceedings{MM:Vast2010,
	Author = {E.E. Monson and G. Chen and R. Brady and M. Maggioni},
	Booktitle = {Visual Analytics Science and Technology (VAST), 2010 IEEE Symposium},
	Doi = {10.1109/VAST.2010.5653822},
	Month = {Dec},
	Pages = {243--244},
	Title = {Data representation and exploration with Geometric Wavelets},
	Year = {2010},
	Bdsk-Url-1 = {http://dx.doi.org/10.1109/VAST.2010.5653822}}

@inproceedings{CM:SamptaGW,
	Author = {G. Chen and M. Maggioni},
	Booktitle = {Proc. {S}amp{TA}},
	Title = {Multiscale Geometric Dictionaries for Point-Cloud Data},
	Year = {2011}}

@inproceedings{CM:CVPR2011,
	Author = {G. Chen and M. Maggioni},
	Booktitle = {Proc. {CVPR}},
	Title = {Multiscale Geometric and Spectral Analysis of Plane Arrangements},
	Year = {2011}}

@ARTICLE{FFT2011,
author = {G. Chen and A.V. Little and M. Maggioni},
title = {Multi-Resolution Geometric Analysis for data in high dimensions},
journal={Proc. FFT 2011},
month={august},
	Month = {august},
	Title = {Multi-Resolution Geometric Analysis for data in high dimensions},
	Year = {2011}}
}