Ph.D. (doktor habilitowany)
Research Staff Member
at
IBM T.J. Watson Research Center
swirszcz@us.ibm.com
Phone
| Work: |
(1) 914 945 2346 |
| Cell: |
(1) 845 271 9806 |
33-228
PO Box 218,
Rte 134
Yorktown Heights, NY, USA
I am an inventor and a problem solver: Patents
My professional interests & experiences:
- Mathematical modeling of business and industrial processes
- Data Analysis
- Machine Learning
- Finance
- Advanced Programming
- Creating and implementing solutions
- Algorithms
- High Performance Computing
My research interests:
- Dynamical systems
- Ordinary Differential Equations
- Invariant algebraic curves
- Limit cycles
- Bifurcations
- Intergability
- Low Dimensional Dynamics
- Dynamics in Infinite-dimensional Spaces
- Applications of Dynamical Systems
- Machine Learning & Datamining
- Cross-disciplinary research
- Applications of methods of Dynamical Systems in Theory of Random Graphs
- Applications of Qualitative theory od Ordinary Differential Equations
Publications:
- Approximating the Joint Replenishment Problem,
MAPSP (2011) (w. N.Dobbs, T.Nowicki & M.Sviridenko)
- Group Orthogonal Matching Pursuit for Variable
Selection in Logistic Regression, AISTATS (2011) (with A. Lozano and N. Abe)
- Developing Methods for the Detection of High
Impedance Faults in Distribution Power Grids
IEEE ENERGY (2011) (w. M.Yao & T.Nowicki)
- On Cross-validation and Stacking: Building
seemingly predictive model on random data, SIGKDD Explorations Special Issue:
Unexpected Results in Data Mining (2011) (with C. Perlich)
- Potentially Biased Model Performance in Stacking
using Cross-Validation, 5th Annual Machine Learning Symposium at NYAS (2010)
(with C.Perlich).
- Ensemble-based Method for Task 2: Predicting Traffic
Jam, IEEE ICDM (2010) (with Jingrui He, Qing He, Yiannis Kamarianakis, Rick
Lawrence, Wei Shen, and Laura Wynter)
- Traffic Velocity Prediction Using GPS Data: IEEE ICDM
Contest Task 3 Report, IEEE ICDM (2010) (with Wei Shen, Yiannis Kamarianakis,
Laura Wynter, Jingrui He, Qing He, Rick Lawrence)
- Cross-Validation: Bias Warning - Proceed with
Care, INFORMS (2010) (with C. Perlich)
- Limit cycles of polynomial vector fields with
quadratic and cubic homogenous nonlinearities, Dynamics of Continuous, Discrete
and Impulsive Systems (2009) (with J.Llibre)
- Medical Data Mining: Insights from Winning Two
Competitions, Data Mining and Knowledge Discovery (2009) (with S. Rosset, C.
Perlich, P. Melville and Y. Liu)
- Winning the KDD Cup Orange Challenge with
Ensemble Selection, KDD 2009 (2009) (with Alexandru Niculescu-Mizil, Claudia
Perlich et. al.)
- Group Orthogonal Matching Pursuit for Variable
Selection and Prediction, NIPS (2009) to appear
(with A. C. Lozano and N. Abe)
- On the rate of convergence to the neutral
attractor of a family of one dimensional maps, Fundamenta Mathematicae –
Special Edition Honoring Michal Misiurewicz (2009) to appear (with
T.Nowicki, M.Sviridenko and S.Winograd)
- Content-based Link Prediction for Patent
Marketing, Recommendation Based Industry Applications Workshop (2009) (with
R.Lawrence and C.Perlich)
- Convex Dynamics with Constant Input, Ergodic
Theory and Dynamical Systems (2009) to appear
(with R.Adler, T.Nowicki and C.Tresser)
- Breast Cancer Identification: KDD Cup Winners
Report, SIGKDD Explorations 10(2) (2008) 39-42 (with C. Perlich, P. Melville,
Y. Liu, S. Rosset and R. Lawrence)
- Invariant probability measures and dynamics of
exponential linear type maps, Ergodic Theory and Dynamical Systems, Vol 28,
Issue 05 (2008), 1479-1495 (with D.Gamarnik and T.Nowicki)
- Some remarks on origami and it's limitations,
Demonstratio Mathematica Vol XLI, No 2 (2008), 473-480 (with T.Maszczyk)
- Winner Report: KDD CUP Breast Cancer
Identification, KDD 2008 (with C.Perlich, P.Melville, Y.Liu, R.Lawrence and
S.Rosset)
- l1 Regularization in Infinite Dimensional
Feature Spaces. COLT 2007: 544-558 (with S.Rosset, N.Srebro, J.Zhu)
- Classification of quadratic systems admitting
the existence of an algebraic limit cycle, Bulletin des Sciences Mathématiques
131, (2007), 405-421 (with J. Llibre)
- Inventory allocation and transportation
scheduling for logistics of network-centric military operations. IBM Journal of
Research and Development 51, Number ¾ (2007) 391-407 (with F.Barahona,
P.Chowdhary et al)
- Relationships between limit cycles and algebraic
invariant curves for quadratic systems, Journal of Differential Equations 229,
(2006), 529-537 (with J. Llibre)
- Neutral one-dimensional attractor of a
two-dimensional system derived from Newton’s means, Discrete and continuous
Dynamical Systems, Supp. Vol. (2005), 700-709 (with T. Nowicki)
- Invariant algebraic curves of large degree for
quadratic systems, Journal of Mathematical Analysis and Applications, 303
(2005), 450-461 (with C.Christopher and
J.Llibre)
- An algorithm for finding invariant algebraic
curves of a given degree for polynomial planar systems, Special Edition of
International J. of Bifurcation and Chaos: “Computations and modeling in
dynamical systems - honoring the 100th birthday of John von Neumann”, Vol. 15,
No.3 (2005), 1033-1044
- Weakened Marcus-Yamabe conditions for
Two-Dimensional Global Asymptotic Stability, Nonlinear Analysis, 59 (2004),
951-958 (with M.Chamberland and J.Llibre)
- Maximum Weight Independent Sets and Matchings in
Sparse Random Graphs. Exact Results Using the Local Weak Convergence Method,
Random Structures & Algorithms, Approx—Random, (2004), 357-368 (with D.Gamarnik
and T.Nowicki)
- Cyclicity of infinite contour around certain
reversible quadratic centre, Journal of Differential Equations, 154 (1999),
239-266
- Cyclicity of graphics with semi-hyperbolic
points inside quadratic systems, Journal of dynamical and control systems, Vol.
4, No.2 (1998), 149-189 (with C. Rousseau and H. Żołądek)
- On a certain map of a triangle, Fundamenta
Mathematicae 155 (1998), 45-57
- Versal deformations of Dq –invariant 2-parameter
families of planar vector fields, Annales Polonici Mathematici LXII.3 (1995),
265-281
Patents:
- Method for avoiding provisioning oscillation by
usage of labeling and optimization for post-allocation of the resources, IBM
(2012)
- A Method for Detecting Anomalies in
Quasi-periodic Signals by RMS and Peak Value Analysis, IBM (2011)
- Data-driven Method for Automated Discovery and
Prediction of Associations Between Objects, IBM (2010)
- Methods and System for Variable Group Selection
and Temporal Causal Modeling, IBM (2010)
- Method for forecasting values and behavior of a
group of economic indicators by discovery of intrinsic patterns using a
similarity detecting metric, IBM (2009)
- Method for Identification of False Positives in
High Impedance Fault Detection by Using Phase Shifts, IBM (2008)
- Method for Detecting High Impedance Faults by
Analyzing the Local Deviation from a Regularization, IBM (2008)
- Two-stage High Impedance Fault Detection, IBM
(2007)
- Ozone and Other Molecules Sensor for Electric
Fault Detection, IBM, (2007)
- Intelligent, Self-Propelled Automatic Grid
Crawler High Impedance Fault Detector and High Impedance Fault Detecting
System, IBM (2007)
- Application of Speech Recognition Tools to Fault
Detection in Electric Circuits, IBM (2007)
- System and Method to Determine the Prices and
Order Quantities that Maximize a Retailer’s Total Profit, IBM (2006)
- Method and System for Scheduling Delivery of at
Least One of Goods and Services, IBM (2006)
- System and Method for Memory Element
Characterization, IBM (2005)
Keywords: mathematics computer science dynamical systems data mining knowledge discovery finance modeling limit cycles random graphs problem solving industrial solution integrability invariant algebraic curves stock options market volatility analytics finances research manipulation processing grzegorz swirszcz high impedance faults detection localization inventory optimization scheduling dimension programming implementation algorithm algorithms solutions latch circuits latency memory
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