diff --git a/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
index 434ff13..3e7810a 100644
Binary files a/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip and b/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip differ
diff --git a/_downloads/22cb2bfd9562905893a7d997548208bf/plot_classifier.zip b/_downloads/22cb2bfd9562905893a7d997548208bf/plot_classifier.zip
index dbab534..d52cbc8 100644
Binary files a/_downloads/22cb2bfd9562905893a7d997548208bf/plot_classifier.zip and b/_downloads/22cb2bfd9562905893a7d997548208bf/plot_classifier.zip differ
diff --git a/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip b/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip
index a4cf2a0..7d406e7 100644
Binary files a/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip and b/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip differ
diff --git a/_sources/auto_examples/plot_classifier.rst.txt b/_sources/auto_examples/plot_classifier.rst.txt
index 8888079..7f46c3c 100644
--- a/_sources/auto_examples/plot_classifier.rst.txt
+++ b/_sources/auto_examples/plot_classifier.rst.txt
@@ -110,7 +110,7 @@ Use scikit-learn to display the decision boundary
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.184 seconds)
+   **Total running time of the script:** (0 minutes 0.188 seconds)
 
 
 .. _sphx_glr_download_auto_examples_plot_classifier.py:
diff --git a/_sources/auto_examples/sg_execution_times.rst.txt b/_sources/auto_examples/sg_execution_times.rst.txt
index 901e12f..6caa6c2 100644
--- a/_sources/auto_examples/sg_execution_times.rst.txt
+++ b/_sources/auto_examples/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:00.184** total execution time for 1 file **from auto_examples**:
+**00:00.188** total execution time for 1 file **from auto_examples**:
 
 .. container::
 
@@ -33,5 +33,5 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_plot_classifier.py` (``plot_classifier.py``)
-     - 00:00.184
+     - 00:00.188
      - 0.0
diff --git a/_sources/sg_execution_times.rst.txt b/_sources/sg_execution_times.rst.txt
index 62cd3bc..afdbfb1 100644
--- a/_sources/sg_execution_times.rst.txt
+++ b/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:00.184** total execution time for 1 file **from all galleries**:
+**00:00.188** total execution time for 1 file **from all galleries**:
 
 .. container::
 
@@ -33,5 +33,5 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_plot_classifier.py` (``../examples/plot_classifier.py``)
-     - 00:00.184
+     - 00:00.188
      - 0.0
diff --git a/auto_examples/plot_classifier.html b/auto_examples/plot_classifier.html
index b924508..0c71f4b 100644
--- a/auto_examples/plot_classifier.html
+++ b/auto_examples/plot_classifier.html
@@ -422,7 +422,7 @@
 <img src="../_images/sphx_glr_plot_classifier_001.png" srcset="../_images/sphx_glr_plot_classifier_001.png" alt="FSVM Classifier Decision Boundary" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[Text(0.5, 23.52222222222222, &#39;Feature 1&#39;), Text(30.972222222222214, 0.5, &#39;Feature 2&#39;), Text(0.5, 1.0, &#39;FSVM Classifier Decision Boundary&#39;)]
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.184 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.188 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-classifier-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/fed3e85cac62fc93e088aa8cb008d467/plot_classifier.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">plot_classifier.ipynb</span></code></a></p>
diff --git a/auto_examples/sg_execution_times.html b/auto_examples/sg_execution_times.html
index c040fe1..f112009 100644
--- a/auto_examples/sg_execution_times.html
+++ b/auto_examples/sg_execution_times.html
@@ -365,7 +365,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-auto-examples-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>00:00.184</strong> total execution time for 1 file <strong>from auto_examples</strong>:</p>
+<p><strong>00:00.188</strong> total execution time for 1 file <strong>from auto_examples</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -387,7 +387,7 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_classifier.html#sphx-glr-auto-examples-plot-classifier-py"><span class="std std-ref">Plotting FSVM Classifier</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_classifier.py</span></code>)</p></td>
-<td><p>00:00.184</p></td>
+<td><p>00:00.188</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
diff --git a/searchindex.js b/searchindex.js
index 083554e..a091890 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"API Reference": [[0, null]], "Computation times": [[3, null], [9, null]], "Example Gallery": [[1, null]], "Examples using fsvm.FuzzySVC": [[4, "examples-using-fsvm-fuzzysvc"]], "Fuzzy Support Vector Machine (FSVM)": [[8, null]], "FuzzySVC": [[0, "fuzzysvc"], [4, null]], "Plotting FSVM Classifier": [[2, null]], "Utilities": [[0, "utilities"]], "fsvm.utils.discovery.all_displays": [[5, null]], "fsvm.utils.discovery.all_estimators": [[6, null]], "fsvm.utils.discovery.all_functions": [[7, null]]}, "docnames": ["api", "auto_examples/index", "auto_examples/plot_classifier", "auto_examples/sg_execution_times", "generated/fsvm.FuzzySVC", "generated/fsvm.utils.discovery.all_displays", "generated/fsvm.utils.discovery.all_estimators", "generated/fsvm.utils.discovery.all_functions", "index", "sg_execution_times"], "envversion": {"sphinx": 63, "sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1}, "filenames": ["api.rst", "auto_examples/index.rst", "auto_examples/plot_classifier.rst", "auto_examples/sg_execution_times.rst", "generated/fsvm.FuzzySVC.rst", "generated/fsvm.utils.discovery.all_displays.rst", "generated/fsvm.utils.discovery.all_estimators.rst", "generated/fsvm.utils.discovery.all_functions.rst", "index.rst", "sg_execution_times.rst"], "indexentries": {"all_displays() (in module fsvm.utils.discovery)": [[5, "fsvm.utils.discovery.all_displays", false]], "all_estimators() (in module fsvm.utils.discovery)": [[6, "fsvm.utils.discovery.all_estimators", false]], "all_functions() (in module fsvm.utils.discovery)": [[7, "fsvm.utils.discovery.all_functions", false]], "fit() (fsvm.fuzzysvc method)": [[4, "fsvm.FuzzySVC.fit", false]], "fuzzysvc (class in fsvm)": [[4, "fsvm.FuzzySVC", false]], "get_metadata_routing() (fsvm.fuzzysvc method)": [[4, "fsvm.FuzzySVC.get_metadata_routing", false]], "get_params() (fsvm.fuzzysvc method)": [[4, "fsvm.FuzzySVC.get_params", false]], "predict() (fsvm.fuzzysvc method)": [[4, "fsvm.FuzzySVC.predict", false]], "predict_log_proba() (fsvm.fuzzysvc method)": [[4, "fsvm.FuzzySVC.predict_log_proba", false]], "predict_proba() (fsvm.fuzzysvc method)": [[4, "fsvm.FuzzySVC.predict_proba", false]], "score() (fsvm.fuzzysvc method)": [[4, "fsvm.FuzzySVC.score", false]], "set_params() (fsvm.fuzzysvc method)": [[4, "fsvm.FuzzySVC.set_params", false]], "set_score_request() (fsvm.fuzzysvc method)": [[4, "fsvm.FuzzySVC.set_score_request", false]]}, "objects": {"fsvm": [[4, 0, 1, "", "FuzzySVC"]], "fsvm.FuzzySVC": [[4, 1, 1, "", "fit"], [4, 1, 1, "", "get_metadata_routing"], [4, 1, 1, "", "get_params"], [4, 1, 1, "", "predict"], [4, 1, 1, "", "predict_log_proba"], [4, 1, 1, "", "predict_proba"], [4, 1, 1, "", "score"], [4, 1, 1, "", "set_params"], [4, 1, 1, "", "set_score_request"]], "fsvm.utils.discovery": [[5, 2, 1, "", "all_displays"], [6, 2, 1, "", "all_estimators"], [7, 2, 1, "", "all_functions"]]}, "objnames": {"0": ["py", "class", "Python class"], "1": ["py", "method", "Python method"], "2": ["py", "function", "Python function"]}, "objtypes": {"0": "py:class", "1": "py:method", "2": "py:function"}, "terms": {"": [2, 4], "0": [2, 3, 4, 8, 9], "00": [3, 9], "001": 4, "09": 8, "1": [2, 3, 4, 9], "11": 8, "13": 2, "184": [2, 3, 9], "1999": 4, "1e": 4, "2": [2, 4, 8], "20": 2, "200": 4, "2010": 4, "2024": 8, "23": 2, "3": 4, "30": 2, "5": [2, 4], "500": 2, "52222222222222": 2, "8": 4, "972222222222214": 2, "A": 4, "For": 4, "If": [4, 6], "In": 4, "It": 4, "The": 4, "_": 4, "__": 4, "accord": 4, "accuraci": 4, "across": 4, "actual": [4, 5, 6, 7], "ad": 4, "adjust": 4, "advantag": 4, "algorithm": 4, "alia": 4, "all": [1, 4, 5, 6, 7, 9], "allow": 4, "also": 4, "alwai": 4, "among": 4, "an": [2, 4], "appear": 4, "appli": [4, 6], "ar": [4, 6], "arithmet": 4, "arrai": 4, "assign": 4, "attribut": 4, "auto": 4, "auto_exampl": 3, "auto_examples_jupyt": 1, "auto_examples_python": 1, "automat": 4, "avail": 4, "ax_": 2, "balanc": 4, "base": 4, "baseestim": 6, "batuwita": 4, "beta": 4, "binari": 4, "bincount": 4, "bool": 4, "boundari": 2, "break": 4, "break_ti": 4, "c": [2, 4], "cach": 4, "cache_s": 4, "calcul": 4, "call": 4, "callabl": 4, "can": 4, "case": 4, "centroid": 4, "centroid_metr": 4, "chang": 4, "check": 4, "cil": 4, "class": [4, 5, 6], "class_weight_": 4, "classes_": 4, "classif": 4, "classifi": [1, 3, 4, 6, 9], "clf": [2, 4], "closest": 4, "cluster": 6, "code": [1, 2], "coef0": 4, "coef_": 4, "coeffici": 4, "collect": 4, "column": 4, "come": 4, "compar": 4, "comparison": 4, "compat": 8, "compon": 4, "comput": 4, "confid": 4, "constant": 4, "construct": 4, "contain": 4, "context": 4, "contigu": 4, "control": 4, "copi": 4, "correctli": 4, "correspond": 4, "cost": 4, "crawl": 6, "creat": [2, 4], "criterion": 4, "cross": 4, "csr_matrix": 4, "custom": 4, "data": 4, "dataset": [2, 4], "date": 8, "decai": 4, "decis": [2, 4], "decision_funct": 4, "decision_function_shap": 4, "decision_valu": 4, "decisionboundarydisplai": 2, "deep": 4, "default": [4, 6], "defin": [4, 6], "degre": 4, "dens": 4, "depend": 4, "deriv": 4, "determin": 4, "dict": 4, "differ": 4, "dimens": 4, "disp": 2, "displai": [2, 5], "distanc": 4, "distance_": 4, "distance_metr": 4, "document": 8, "down": 4, "download": [1, 2], "dtype": 4, "dual": 4, "dual_coef_": 4, "durat": 4, "dure": 4, "e": 4, "each": 4, "edgecolor": 2, "effect": 4, "eg": 4, "empti": 4, "enabl": 4, "enable_metadata_rout": 4, "encapsul": 4, "end": 2, "error": 4, "estim": [4, 6], "euclidean": 4, "exampl": [2, 3, 5, 6, 7, 9], "execut": [3, 9], "exist": 4, "exp": 4, "expect": 4, "exponenti": 4, "fals": 4, "featur": [2, 4], "feature_names_in_": 4, "file": [3, 9], "filter": 6, "final": 4, "first": 4, "fit": [2, 4, 6], "fit_status_": 4, "float": 4, "float64": 4, "fold": 4, "form": 4, "frequenc": 4, "from": [2, 3, 4, 5, 6, 7, 9], "from_estim": 2, "fsvm": [0, 1, 3, 9], "full": 2, "function": [4, 6, 7], "fuzzi": 4, "fuzzysvc": 2, "g": 4, "galleri": [2, 9], "gamma": 4, "gener": [1, 2, 4], "get": [4, 5, 6, 7], "get_metadata_rout": 4, "get_param": 4, "given": 4, "glossari": 4, "go": 2, "guid": 4, "ha": 4, "hard": 4, "harsh": 4, "have": 4, "heurist": 4, "high": 4, "how": 4, "howev": 4, "hyperplan": 4, "i": [4, 5, 6, 7, 8], "idea": 8, "ignor": 4, "imbal": 4, "implement": [4, 8], "import": [2, 4, 5, 6, 7], "includ": 6, "inconsist": 4, "independ": 4, "indic": 4, "inform": 4, "inherit": 6, "input": 4, "insid": 4, "inspect": 2, "instanc": 4, "instead": 4, "int": 4, "int32": 4, "intercept_": 4, "intern": 4, "interv": 4, "invers": 4, "ipynb": 2, "issu": 8, "iter": 4, "its": 4, "john": 4, "jupyt": [1, 2], "k": 2, "kernel": 4, "kind": 6, "l1": 4, "l2": 4, "label": 4, "larger": 4, "latter": 4, "layout": 4, "learn": [2, 4, 8], "least": 6, "librari": 4, "libsvm": 4, "like": 4, "likelihood": 4, "limit": 4, "linear": 4, "linewidth": 2, "link": 8, "list": [5, 6, 7], "load_iri": 4, "log": 4, "logist": 4, "lower": 4, "machin": 4, "mai": 4, "manhattan": 4, "map": 4, "matric": 4, "matrix": 4, "max_it": 4, "mb": [3, 4, 9], "mean": 4, "meaningless": 4, "mechan": 4, "median": 4, "mem": [3, 9], "membership": 4, "membership_decai": 4, "membership_degree_": 4, "meta": 4, "metadata": 4, "metadata_rout": 4, "metadatarequest": 4, "method": 4, "metric": 4, "minim": 4, "minut": 2, "model": 4, "modul": 6, "more": 4, "multi": 4, "multiclass": 4, "multipl": 4, "multipli": 4, "multithread": 4, "must": 4, "n_class": 4, "n_dimensions_of_x": 4, "n_featur": 4, "n_features_in_": 4, "n_iter_": 4, "n_output": 4, "n_sampl": 4, "n_samples_test": 4, "n_samples_train": 4, "n_support_": 4, "n_sv": 4, "name": [4, 5, 6, 7], "ndarrai": 4, "need": 4, "neg": 4, "nest": 4, "non": 4, "none": [4, 6], "note": 4, "notebook": [1, 2], "notic": 4, "np": [2, 4], "number": 4, "numpi": 2, "object": 4, "obtain": 4, "one": [4, 6], "onli": [4, 6], "optim": 4, "option": 4, "order": 4, "origin": 4, "other": 4, "otherwis": 4, "our": 2, "outcom": 4, "output": 4, "ovo": 4, "ovr": 4, "packag": [0, 8], "palad": 4, "param": 4, "paramet": [4, 6], "pass": 4, "penalti": 4, "per": 4, "pipelin": 4, "platt": 4, "pleas": 4, "plot": [1, 3, 4, 9], "plot_classifi": [2, 3, 9], "poli": 4, "polynomi": 4, "posit": 4, "possibl": [4, 6], "pre": 4, "precomput": 4, "predict": [2, 4], "predict_log_proba": 4, "predict_proba": 4, "primal": 4, "prior": 4, "proba_": 4, "probabilist": 4, "probabl": 4, "probb_": 4, "problem": 4, "procedur": 4, "process": 4, "produc": 4, "properli": 4, "properti": 4, "proport": 4, "provid": [4, 8], "pseudo": 4, "py": [2, 3, 9], "python": [1, 2], "r": 4, "rais": 4, "rand": 2, "random": [2, 4], "random_st": 4, "randomst": [2, 4], "rbf": 4, "readonli": 4, "real": 4, "refer": 4, "regress": 4, "regressor": 6, "regular": 4, "rel": 4, "relev": 4, "repositori": 8, "reproduc": 4, "request": 4, "requir": 4, "rest": 4, "result": 4, "retain": 4, "return": [4, 5, 6, 7], "return_x_i": 4, "rng": 2, "rout": 4, "routin": 4, "run": [2, 4], "runtim": 4, "sampl": 4, "sample_weight": 4, "scale": 4, "scatter": 2, "scikit": [2, 8], "scipi": 4, "score": 4, "script": 2, "second": 2, "section": 4, "see": 4, "seen": 4, "self": 4, "set": [2, 4], "set_config": 4, "set_param": 4, "set_score_request": 4, "shape": 4, "shape_fit_": 4, "should": [4, 6], "shrink": 4, "shuffl": 4, "sigmoid": 4, "signific": 4, "simpl": [2, 4], "sinc": 4, "size": 4, "sklearn": [2, 4], "slightli": 4, "slow": 4, "small": 4, "so": 4, "solver": 4, "some": 4, "somewhat": 4, "sort": 4, "sourc": [1, 2, 8], "spars": 4, "specif": 6, "specifi": 4, "sphinx": [1, 2], "squar": 4, "steep": 4, "stop": 4, "str": [4, 6], "strategi": 4, "strength": 4, "strictli": 4, "string": [4, 5, 6, 7], "sub": 4, "subobject": 4, "subset": 4, "sum": 4, "support": 4, "support_": 4, "support_vectors_": 4, "svm": 4, "t": 4, "take": 4, "target": 4, "term": 4, "test": [2, 4, 6], "text": 2, "than": 4, "thei": 4, "thi": [4, 6, 8], "those": 4, "ti": 4, "time": [2, 4], "titl": 2, "tol": 4, "toler": 4, "total": [2, 3, 9], "train": [2, 4], "transform": 6, "trivial": 4, "true": 4, "tupl": [4, 5, 6, 7], "turn": 4, "type": [4, 5, 6], "type_filt": 6, "unchang": 4, "updat": 4, "us": [2, 8], "usag": 1, "user": 4, "util": 4, "v": 4, "valid": 4, "valu": [4, 6], "var": 4, "vector": 4, "verbos": 4, "veri": [2, 4], "version": [4, 8], "w": 4, "wa": 4, "warn": 4, "weight": 4, "well": 4, "when": 4, "where": [4, 5, 6, 7], "whether": 4, "which": [4, 6], "wise": 4, "within": 4, "work": 4, "x": [2, 4], "x_test": 2, "xlabel": 2, "y": [2, 4], "ylabel": 2, "you": 4, "zip": [1, 2]}, "titles": ["API Reference", "Example Gallery", "Plotting FSVM Classifier", "Computation times", "FuzzySVC", "fsvm.utils.discovery.all_displays", "fsvm.utils.discovery.all_estimators", "fsvm.utils.discovery.all_functions", "Fuzzy Support Vector Machine (FSVM)", "Computation times"], "titleterms": {"all_displai": 5, "all_estim": 6, "all_funct": 7, "api": 0, "classifi": 2, "comput": [3, 9], "discoveri": [5, 6, 7], "exampl": [1, 4], "fsvm": [2, 4, 5, 6, 7, 8], "fuzzi": 8, "fuzzysvc": [0, 4], "galleri": 1, "machin": 8, "plot": 2, "refer": 0, "support": 8, "time": [3, 9], "us": 4, "util": [0, 5, 6, 7], "vector": 8}})
\ No newline at end of file
+Search.setIndex({"alltitles": {"API Reference": [[0, null]], "Computation times": [[3, null], [9, null]], "Example Gallery": [[1, null]], "Examples using fsvm.FuzzySVC": [[4, "examples-using-fsvm-fuzzysvc"]], "Fuzzy Support Vector Machine (FSVM)": [[8, null]], "FuzzySVC": [[0, "fuzzysvc"], [4, null]], "Plotting FSVM Classifier": [[2, null]], "Utilities": [[0, "utilities"]], "fsvm.utils.discovery.all_displays": [[5, null]], "fsvm.utils.discovery.all_estimators": [[6, null]], "fsvm.utils.discovery.all_functions": [[7, null]]}, "docnames": ["api", "auto_examples/index", "auto_examples/plot_classifier", "auto_examples/sg_execution_times", "generated/fsvm.FuzzySVC", "generated/fsvm.utils.discovery.all_displays", "generated/fsvm.utils.discovery.all_estimators", "generated/fsvm.utils.discovery.all_functions", "index", "sg_execution_times"], "envversion": {"sphinx": 63, "sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1}, "filenames": ["api.rst", "auto_examples/index.rst", "auto_examples/plot_classifier.rst", "auto_examples/sg_execution_times.rst", "generated/fsvm.FuzzySVC.rst", "generated/fsvm.utils.discovery.all_displays.rst", "generated/fsvm.utils.discovery.all_estimators.rst", "generated/fsvm.utils.discovery.all_functions.rst", "index.rst", "sg_execution_times.rst"], "indexentries": {"all_displays() (in module fsvm.utils.discovery)": [[5, "fsvm.utils.discovery.all_displays", false]], "all_estimators() (in module fsvm.utils.discovery)": [[6, "fsvm.utils.discovery.all_estimators", false]], "all_functions() (in module fsvm.utils.discovery)": [[7, "fsvm.utils.discovery.all_functions", false]], "fit() (fsvm.fuzzysvc method)": [[4, "fsvm.FuzzySVC.fit", false]], "fuzzysvc (class in fsvm)": [[4, "fsvm.FuzzySVC", false]], "get_metadata_routing() (fsvm.fuzzysvc method)": [[4, "fsvm.FuzzySVC.get_metadata_routing", false]], "get_params() (fsvm.fuzzysvc method)": [[4, "fsvm.FuzzySVC.get_params", false]], "predict() (fsvm.fuzzysvc method)": [[4, "fsvm.FuzzySVC.predict", false]], "predict_log_proba() (fsvm.fuzzysvc method)": [[4, "fsvm.FuzzySVC.predict_log_proba", false]], "predict_proba() (fsvm.fuzzysvc method)": [[4, "fsvm.FuzzySVC.predict_proba", false]], "score() (fsvm.fuzzysvc method)": [[4, "fsvm.FuzzySVC.score", false]], "set_params() (fsvm.fuzzysvc method)": [[4, "fsvm.FuzzySVC.set_params", false]], "set_score_request() (fsvm.fuzzysvc method)": [[4, "fsvm.FuzzySVC.set_score_request", false]]}, "objects": {"fsvm": [[4, 0, 1, "", "FuzzySVC"]], "fsvm.FuzzySVC": [[4, 1, 1, "", "fit"], [4, 1, 1, "", "get_metadata_routing"], [4, 1, 1, "", "get_params"], [4, 1, 1, "", "predict"], [4, 1, 1, "", "predict_log_proba"], [4, 1, 1, "", "predict_proba"], [4, 1, 1, "", "score"], [4, 1, 1, "", "set_params"], [4, 1, 1, "", "set_score_request"]], "fsvm.utils.discovery": [[5, 2, 1, "", "all_displays"], [6, 2, 1, "", "all_estimators"], [7, 2, 1, "", "all_functions"]]}, "objnames": {"0": ["py", "class", "Python class"], "1": ["py", "method", "Python method"], "2": ["py", "function", "Python function"]}, "objtypes": {"0": "py:class", "1": "py:method", "2": "py:function"}, "terms": {"": [2, 4], "0": [2, 3, 4, 8, 9], "00": [3, 9], "001": 4, "09": 8, "1": [2, 3, 4, 9], "11": 8, "13": 2, "188": [2, 3, 9], "1999": 4, "1e": 4, "2": [2, 4, 8], "20": 2, "200": 4, "2010": 4, "2024": 8, "23": 2, "3": 4, "30": 2, "5": [2, 4], "500": 2, "52222222222222": 2, "8": 4, "972222222222214": 2, "A": 4, "For": 4, "If": [4, 6], "In": 4, "It": 4, "The": 4, "_": 4, "__": 4, "accord": 4, "accuraci": 4, "across": 4, "actual": [4, 5, 6, 7], "ad": 4, "adjust": 4, "advantag": 4, "algorithm": 4, "alia": 4, "all": [1, 4, 5, 6, 7, 9], "allow": 4, "also": 4, "alwai": 4, "among": 4, "an": [2, 4], "appear": 4, "appli": [4, 6], "ar": [4, 6], "arithmet": 4, "arrai": 4, "assign": 4, "attribut": 4, "auto": 4, "auto_exampl": 3, "auto_examples_jupyt": 1, "auto_examples_python": 1, "automat": 4, "avail": 4, "ax_": 2, "balanc": 4, "base": 4, "baseestim": 6, "batuwita": 4, "beta": 4, "binari": 4, "bincount": 4, "bool": 4, "boundari": 2, "break": 4, "break_ti": 4, "c": [2, 4], "cach": 4, "cache_s": 4, "calcul": 4, "call": 4, "callabl": 4, "can": 4, "case": 4, "centroid": 4, "centroid_metr": 4, "chang": 4, "check": 4, "cil": 4, "class": [4, 5, 6], "class_weight_": 4, "classes_": 4, "classif": 4, "classifi": [1, 3, 4, 6, 9], "clf": [2, 4], "closest": 4, "cluster": 6, "code": [1, 2], "coef0": 4, "coef_": 4, "coeffici": 4, "collect": 4, "column": 4, "come": 4, "compar": 4, "comparison": 4, "compat": 8, "compon": 4, "comput": 4, "confid": 4, "constant": 4, "construct": 4, "contain": 4, "context": 4, "contigu": 4, "control": 4, "copi": 4, "correctli": 4, "correspond": 4, "cost": 4, "crawl": 6, "creat": [2, 4], "criterion": 4, "cross": 4, "csr_matrix": 4, "custom": 4, "data": 4, "dataset": [2, 4], "date": 8, "decai": 4, "decis": [2, 4], "decision_funct": 4, "decision_function_shap": 4, "decision_valu": 4, "decisionboundarydisplai": 2, "deep": 4, "default": [4, 6], "defin": [4, 6], "degre": 4, "dens": 4, "depend": 4, "deriv": 4, "determin": 4, "dict": 4, "differ": 4, "dimens": 4, "disp": 2, "displai": [2, 5], "distanc": 4, "distance_": 4, "distance_metr": 4, "document": 8, "down": 4, "download": [1, 2], "dtype": 4, "dual": 4, "dual_coef_": 4, "durat": 4, "dure": 4, "e": 4, "each": 4, "edgecolor": 2, "effect": 4, "eg": 4, "empti": 4, "enabl": 4, "enable_metadata_rout": 4, "encapsul": 4, "end": 2, "error": 4, "estim": [4, 6], "euclidean": 4, "exampl": [2, 3, 5, 6, 7, 9], "execut": [3, 9], "exist": 4, "exp": 4, "expect": 4, "exponenti": 4, "fals": 4, "featur": [2, 4], "feature_names_in_": 4, "file": [3, 9], "filter": 6, "final": 4, "first": 4, "fit": [2, 4, 6], "fit_status_": 4, "float": 4, "float64": 4, "fold": 4, "form": 4, "frequenc": 4, "from": [2, 3, 4, 5, 6, 7, 9], "from_estim": 2, "fsvm": [0, 1, 3, 9], "full": 2, "function": [4, 6, 7], "fuzzi": 4, "fuzzysvc": 2, "g": 4, "galleri": [2, 9], "gamma": 4, "gener": [1, 2, 4], "get": [4, 5, 6, 7], "get_metadata_rout": 4, "get_param": 4, "given": 4, "glossari": 4, "go": 2, "guid": 4, "ha": 4, "hard": 4, "harsh": 4, "have": 4, "heurist": 4, "high": 4, "how": 4, "howev": 4, "hyperplan": 4, "i": [4, 5, 6, 7, 8], "idea": 8, "ignor": 4, "imbal": 4, "implement": [4, 8], "import": [2, 4, 5, 6, 7], "includ": 6, "inconsist": 4, "independ": 4, "indic": 4, "inform": 4, "inherit": 6, "input": 4, "insid": 4, "inspect": 2, "instanc": 4, "instead": 4, "int": 4, "int32": 4, "intercept_": 4, "intern": 4, "interv": 4, "invers": 4, "ipynb": 2, "issu": 8, "iter": 4, "its": 4, "john": 4, "jupyt": [1, 2], "k": 2, "kernel": 4, "kind": 6, "l1": 4, "l2": 4, "label": 4, "larger": 4, "latter": 4, "layout": 4, "learn": [2, 4, 8], "least": 6, "librari": 4, "libsvm": 4, "like": 4, "likelihood": 4, "limit": 4, "linear": 4, "linewidth": 2, "link": 8, "list": [5, 6, 7], "load_iri": 4, "log": 4, "logist": 4, "lower": 4, "machin": 4, "mai": 4, "manhattan": 4, "map": 4, "matric": 4, "matrix": 4, "max_it": 4, "mb": [3, 4, 9], "mean": 4, "meaningless": 4, "mechan": 4, "median": 4, "mem": [3, 9], "membership": 4, "membership_decai": 4, "membership_degree_": 4, "meta": 4, "metadata": 4, "metadata_rout": 4, "metadatarequest": 4, "method": 4, "metric": 4, "minim": 4, "minut": 2, "model": 4, "modul": 6, "more": 4, "multi": 4, "multiclass": 4, "multipl": 4, "multipli": 4, "multithread": 4, "must": 4, "n_class": 4, "n_dimensions_of_x": 4, "n_featur": 4, "n_features_in_": 4, "n_iter_": 4, "n_output": 4, "n_sampl": 4, "n_samples_test": 4, "n_samples_train": 4, "n_support_": 4, "n_sv": 4, "name": [4, 5, 6, 7], "ndarrai": 4, "need": 4, "neg": 4, "nest": 4, "non": 4, "none": [4, 6], "note": 4, "notebook": [1, 2], "notic": 4, "np": [2, 4], "number": 4, "numpi": 2, "object": 4, "obtain": 4, "one": [4, 6], "onli": [4, 6], "optim": 4, "option": 4, "order": 4, "origin": 4, "other": 4, "otherwis": 4, "our": 2, "outcom": 4, "output": 4, "ovo": 4, "ovr": 4, "packag": [0, 8], "palad": 4, "param": 4, "paramet": [4, 6], "pass": 4, "penalti": 4, "per": 4, "pipelin": 4, "platt": 4, "pleas": 4, "plot": [1, 3, 4, 9], "plot_classifi": [2, 3, 9], "poli": 4, "polynomi": 4, "posit": 4, "possibl": [4, 6], "pre": 4, "precomput": 4, "predict": [2, 4], "predict_log_proba": 4, "predict_proba": 4, "primal": 4, "prior": 4, "proba_": 4, "probabilist": 4, "probabl": 4, "probb_": 4, "problem": 4, "procedur": 4, "process": 4, "produc": 4, "properli": 4, "properti": 4, "proport": 4, "provid": [4, 8], "pseudo": 4, "py": [2, 3, 9], "python": [1, 2], "r": 4, "rais": 4, "rand": 2, "random": [2, 4], "random_st": 4, "randomst": [2, 4], "rbf": 4, "readonli": 4, "real": 4, "refer": 4, "regress": 4, "regressor": 6, "regular": 4, "rel": 4, "relev": 4, "repositori": 8, "reproduc": 4, "request": 4, "requir": 4, "rest": 4, "result": 4, "retain": 4, "return": [4, 5, 6, 7], "return_x_i": 4, "rng": 2, "rout": 4, "routin": 4, "run": [2, 4], "runtim": 4, "sampl": 4, "sample_weight": 4, "scale": 4, "scatter": 2, "scikit": [2, 8], "scipi": 4, "score": 4, "script": 2, "second": 2, "section": 4, "see": 4, "seen": 4, "self": 4, "set": [2, 4], "set_config": 4, "set_param": 4, "set_score_request": 4, "shape": 4, "shape_fit_": 4, "should": [4, 6], "shrink": 4, "shuffl": 4, "sigmoid": 4, "signific": 4, "simpl": [2, 4], "sinc": 4, "size": 4, "sklearn": [2, 4], "slightli": 4, "slow": 4, "small": 4, "so": 4, "solver": 4, "some": 4, "somewhat": 4, "sort": 4, "sourc": [1, 2, 8], "spars": 4, "specif": 6, "specifi": 4, "sphinx": [1, 2], "squar": 4, "steep": 4, "stop": 4, "str": [4, 6], "strategi": 4, "strength": 4, "strictli": 4, "string": [4, 5, 6, 7], "sub": 4, "subobject": 4, "subset": 4, "sum": 4, "support": 4, "support_": 4, "support_vectors_": 4, "svm": 4, "t": 4, "take": 4, "target": 4, "term": 4, "test": [2, 4, 6], "text": 2, "than": 4, "thei": 4, "thi": [4, 6, 8], "those": 4, "ti": 4, "time": [2, 4], "titl": 2, "tol": 4, "toler": 4, "total": [2, 3, 9], "train": [2, 4], "transform": 6, "trivial": 4, "true": 4, "tupl": [4, 5, 6, 7], "turn": 4, "type": [4, 5, 6], "type_filt": 6, "unchang": 4, "updat": 4, "us": [2, 8], "usag": 1, "user": 4, "util": 4, "v": 4, "valid": 4, "valu": [4, 6], "var": 4, "vector": 4, "verbos": 4, "veri": [2, 4], "version": [4, 8], "w": 4, "wa": 4, "warn": 4, "weight": 4, "well": 4, "when": 4, "where": [4, 5, 6, 7], "whether": 4, "which": [4, 6], "wise": 4, "within": 4, "work": 4, "x": [2, 4], "x_test": 2, "xlabel": 2, "y": [2, 4], "ylabel": 2, "you": 4, "zip": [1, 2]}, "titles": ["API Reference", "Example Gallery", "Plotting FSVM Classifier", "Computation times", "FuzzySVC", "fsvm.utils.discovery.all_displays", "fsvm.utils.discovery.all_estimators", "fsvm.utils.discovery.all_functions", "Fuzzy Support Vector Machine (FSVM)", "Computation times"], "titleterms": {"all_displai": 5, "all_estim": 6, "all_funct": 7, "api": 0, "classifi": 2, "comput": [3, 9], "discoveri": [5, 6, 7], "exampl": [1, 4], "fsvm": [2, 4, 5, 6, 7, 8], "fuzzi": 8, "fuzzysvc": [0, 4], "galleri": 1, "machin": 8, "plot": 2, "refer": 0, "support": 8, "time": [3, 9], "us": 4, "util": [0, 5, 6, 7], "vector": 8}})
\ No newline at end of file
diff --git a/sg_execution_times.html b/sg_execution_times.html
index ee7535b..46a12bb 100644
--- a/sg_execution_times.html
+++ b/sg_execution_times.html
@@ -365,7 +365,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>00:00.184</strong> total execution time for 1 file <strong>from all galleries</strong>:</p>
+<p><strong>00:00.188</strong> total execution time for 1 file <strong>from all galleries</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -387,7 +387,7 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="auto_examples/plot_classifier.html#sphx-glr-auto-examples-plot-classifier-py"><span class="std std-ref">Plotting FSVM Classifier</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/plot_classifier.py</span></code>)</p></td>
-<td><p>00:00.184</p></td>
+<td><p>00:00.188</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>