| Paket | Verzija |
|---|---|
| python | 3.11.13 |
| qiskit | 1.4.4 |
| qiskit-machine-learning | 0.8.3 |
| qiskit-ibm-runtime | 0.43.0 |
| macOS | Tahoe 26 |
| Apple | M1 |
https://github.com/forsing https://github.com/forsing?tab=repositories
Loto Skraceni Sistemi https://www.lotoss.info ABBREVIATED LOTTO SYSTEMS
svih 4582 izvlacenja 30.07.1985.- 17.03.2026.
Report abuse: sslotoss@gmail.com
60 kvantnih regresora – skraćenice i značenja
| # | Skraćenica | Značenje |
|---|---|---|
| 1 | QCBM | Quantum Circuit Born Machine |
| 2 | QKR | Quantum Kernel Regression |
| 3 | QNNR_Est | Quantum Neural Network Regressor (Estimator) |
| 4 | QNNR_Samp | Quantum Neural Network Regressor (Sampler) |
| 5 | QSVR | Quantum Support Vector Regression |
| 6 | QGPR | Quantum Gaussian Process Regression |
| 7 | VQR | Variational Quantum Regressor |
| 8 | QBR | Quantum Basis Regression |
| 9 | QRCE | Quantum Recursive Correction Estimator |
| 10 | QKNN | Quantum K-Nearest Neighbors |
| 11 | QPCA | Quantum Principal Component Analysis |
| 12 | QRC | Quantum Reservoir Computing |
| 13 | QBM | Quantum Boltzmann Machine |
| 14 | QELM | Quantum Extreme Learning Machine |
| 15 | QDMKR | Quantum Dual/Multi-Kernel Regression |
| 16 | QWKR | Quantum Wasserstein Kernel Regression |
| 17 | QOkr | Quantum Orbital Kernel Regression |
| 18 | QHAR | Quantum Harmonic Analysis Regression |
| 19 | QBAG | Quantum Bagging |
| 20 | QTE | Quantum Time Evolution |
| 21 | QVAE | Quantum Variational Autoencoder |
| 22 | QQWALK | Quantum Walk |
| 23 | QGAN | Quantum Generative Adversarial Network |
| 24 | QRFF | Quantum Random Fourier Features |
| 25 | QITR | Quantum Imaginary Time Regression |
| 26 | QMERA | Quantum Multi-scale Entanglement Renormalization Ansatz |
| 27 | QAOA | Quantum Approximate Optimization Algorithm |
| 28 | QLASSO | Quantum Lasso Regression |
| 29 | QENet | Quantum Elastic Net |
| 30 | QHR | Quantum Huber Regression |
| 31 | QBayes | Quantum Bayesian Regression |
| 32 | QPLSR | Quantum Partial Least Squares Regression |
| 33 | QRRR | Quantum Reduced Rank Regression |
| 34 | QQREG | Quantum Quantile Regression |
| 35 | QSIR | Quantum Sliced Inverse Regression |
| 36 | QSTACK | Quantum Stacking Regression |
| 37 | QCRR | Quantum Cross-Position Regression |
| 38 | QWLSR | Quantum Weighted Least Squares Regression |
| 39 | QLOESS | Quantum Locally Estimated Scatterplot Smoothing |
| 40 | QTR | Quantum Tree Regression |
| 41 | QMTR | Quantum Multi-Timescale Regression |
| 42 | QNNKR | Quantum Neural Network Kernel Regression |
| 43 | QSpline | Quantum Spline Regression |
| 44 | QISOR | Quantum Isotonic Regression |
| 45 | QGBR | Quantum Gradient Boosting Regression |
| 46 | QPCR | Quantum Principal Component Regression |
| 47 | QLAR | Quantum Lagged Autoregression |
| 48 | QCCA | Quantum Canonical Correlation Analysis |
| 49 | QTWR | Quantum Time-Weighted Regression |
| 50 | QNWR | Quantum Nadaraya-Watson Regression |
| 51 | QMOM | Quantum Moment Regression |
| 52 | QEMR | Quantum Expectation-Maximization Regression |
| 53 | QADR | Quantum Anchor Regression |
| 54 | QSPE | Quantum Spectral Regression |
| 55 | QPMR | Quantum Power Mean Regression |
| 56 | QPoisson | Quantum Poisson Regression |
| 57 | QGamma | Quantum Gamma Regression |
| 58 | QMARS | Quantum Multivariate Adaptive Regression Splines |
| 59 | QCopula | Quantum Copula Regression |
| 60 | QSobolev | Quantum Sobolev Regression |
Zasto vise modela: Svaki kvantni model "vidi" podatke drugacije:
QCBM - uci distribuciju direktno (generativni) QKR - trazi slicnost izmedju kombinacija kroz kvantni kernel QNNR Estimator/Sampler - regresija, predvidja vrednosti po pozicijama QSVR - kvantni kernel za support vector regresiju QGPR - Gaussian process sa kvantnim kernelom
Razliciti modeli ce uhvatiti razlicite aspekte strukture u podacima. Onaj koji daje najkonzistentniju predikciju (ili koji se najbolje poklapa sa poznatim poslednjim izvlacenjima kao validacija) je kandidat za najbolji.
Kljucna prednost ovog pristupa: 5 qubita + poziciono mapiranje drzi sve izvodljivim na simulatoru, a 2-prolazna arhitektura (5+2) pokriva svih 7 brojeva bez eksplozije broja qubita.