The Rhythm of Gesture · NECS 2026 Montpellier · Panel E3 01 / 33
Federico Bionda · Catholic University of the Sacred Heart ◀ ▶ navigate · F fullscreen
NECS 2026 · Montpellier · Panel E3 — The Invisible Rhythm
The Rhythm of Gesture
in Audiovisual Media
Perceptual validation and kinematic analysis
of movement sequences
AuthorFederico Bionda
AffiliationCatholic University
of the Sacred Heart
ProjectPRIN METRO_ART
The research project

Studying the rhythm of gesture
between physics and perception

The project investigates the perception of the rhythm of body movements in audiovisual media, by analyzing the relationship between the objective structure of gesture and the viewer’s subjective perception.

Objective 1

Validate the video sequences

Submit the movement modulations (accented, sustained, mixed) to an 18–34 sample to verify whether they produce perceived differences in rhythmic regularity, fluidity and energy.

Objective 2

Analyze kinematics

Measure, from the 3D motion-capture models, the primary (frame-by-frame) and secondary (synthetic, over the entire 5-second clip) indices of gesture dynamics.

Objective 3

Correlate data and perceptions

Verify the coherence between the physical characteristics of the gesture and the non-specialist viewer’s perception of rhythm, fluidity and energy.

Final objective. Validate the experimental manipulation of the sequences by integrating objective and perceptual measures.

Stimulus construction

Four variables,
combined factorially

Variable 1

Complexity

Sequences with 2 movements (minimal units) vs sequences with 4 movements (more articulated units). Same duration (5 seconds), different motor density.

Variable 2

Sequences

Ordered combinations of accented movements (abrupt, fast and energetic) and sustained movements (smooth, regular and continuous). This is the key variable of the paradigm.

Variable 3

Directionality

Three spatial axes — vertical, horizontal, opening/closing — each expressed in two directions. Six levels in total.

Variable 4

Performer gender

Each sequence performed by both a male and a female performer. Control over the performative identity of the gesture.

Complexity

2 movements = words
4 movements = phrases

2 movements · Minimal units

The “words” of the body

Short sequences: only two gestures linked within the 5-second clip. They make it possible to observe how perception changes even with small variations in:

  • Quality (accented vs sustained)
  • Spatial direction (vertical, horizontal, opening/closing)
  • Order of the two movements
4 movements · Complex units

The “phrases” of the body

Longer sequences: four gestures chained within the same 5-second interval. They make it possible to observe articulated patterns:

  • Repetitions (×2)
  • Symmetries and alternations
  • Combinations of accented and sustained movements
A matter of accents and sustained movements

The 10 rhythmic sequences

2-movement units
SEQ 22 accented — continuity with a strong quality■ ■
SEQ 42 sustained — fluid and regular flow▭ ▭
SEQ 5accented + sustained — alternation with contrast■ ▭
SEQ 6sustained + accented — reversal of order▭ ■
4-movement units
SEQ 7A·S ×2 — regular alternation■▭■▭
SEQ 8S·A ×2 — inverse alternation▭■▭■
SEQ 9accents at the extremes — symmetry■▭▭■
SEQ 102 accented + 2 sustained — blocks■■▭▭
SEQ 112 central accents — internal tension▭■■▭
SEQ 122 sustained + 2 accented — inverse blocks▭▭■■
Gesture directionality

Three axes, six directional conditions

Axis 1 · Vertical

Ascending / Descending

The arms rise and return downward, or vice versa.

↑ ↓ · ↓ ↑
Axis 2 · Horizontal

Lateral

The arms move laterally, left→right or vice versa.

→ ← · ← →
Axis 3 · Frontal

Opening / Closing

The arms open outward and then close back toward the body, or vice versa.

⟷ >< · >< ⟷

Each stimulus is a gesture concretely situated in space, not an abstract sequence. Directionality systematically covers the three fundamental axes of arm movement.

Performer gender and the overall model

The complete factorial design

Each sequence was performed by both the male performer and the female performer. Full factorial combination of all variables.

48
2-movement stimuli
4 sequences × 6 directionalities × 2 genders
72
4-movement stimuli
6 sequences × 6 directionalities × 2 genders
120
Total video clips
All 5 seconds long
110
Usable 3D models
For kinematic analysis
Part 1 — Perceptual validation

Validation
CAWI

Computer Assisted Web Interviewing.
200 viewers, 12,000 ratings per dimension,
7-point Likert scale, randomized order.
CAWI objectives

Verify the grammar of movement

Verify perception

Collect spontaneous impressions on movement from a broad, non-specialist sample (18–34 years). Observe how the gesture is perceived intuitively, without specific training.

Test the grammar

Verify whether the structural combinations — Complexity · Sequences · Directionality · Gender — produce perceptible and systematic differences in observers’ judgments.

Not an aesthetic evaluation

The objective is to verify whether the formal structure defined a priori generates systematic effects in the perception of regularity, fluidity and energy. If the classification works, the different combinations of variables should translate into coherent and recognizable perceptual patterns.

The method

How viewers watched

Profiling

Sociodemographic

Age, gender, education level and occupation collected at the start.

Stimuli

Autoplay clips

Each clip starts automatically. No pause, no replay. Randomized order.

Evaluation

3 questions, 7 points

Regularity · Fluidity · Energy. 7-point Likert scales. Rotated question order.

Time constraint

5 seconds per answer

Maximum 20 seconds per stimulus. Captures a pre-reflective, automatic evaluation.

100
CAWI-A subjects
Rated the 48 2-movement stimuli
100
CAWI-B subjects
Rated the 72 4-movement stimuli
12.000
Ratings
For each of the three perceptual dimensions
18-34
Age
Sample balanced by gender and ISTAT area
Step 1 — Main-effects analysis

Four variables,
separately, under the lens

The four experimental variables — Complexity, Sequences, Directionality, Gender — are considered one at a time, to assess how much each influences the subjective perception of regularity, fluidity and energy.

The objective is to identify stable and coherent perceptual patterns, validating both the structure of the experimental model and the grammar of movement developed in the design phase.

Within-subjects design

Randomization of stimulus presentation and rotation of question order, to rule out effects due to order or association among the three perceptual parameters.

Main effects · Complexity

2 vs 4 movements: limited differences

RegularityFluidityEnergy13574.64.74.54.44.64.62 MOV4 MOV

Differences between 2- and 4-movement sequences remain small: mean scores remain between 4.4 and 4.7 across all three dimensions.

  • Regularity and Fluidity decrease slightly as complexity increases
  • Energy remains virtually stable

The increase in the number of movements does not clearly alter overall perception: the most marked differences emerge within the sequences.

Main effects · Sequences — Focus on regularity

Regularity rewards predictability of the pattern

Two routes lead to perceived regularity: purity of the gesture or periodicity of alternation.

13575.05.34.14.15.15.14.04.14.04.1SEQ 2A·ASEQ 4S·SSEQ 5A·SSEQ 6S·ASEQ 7ASASSEQ 8SASASEQ 9ASSASEQ 10AASSSEQ 11SAASSEQ 12SSAA
2 movements

SEQ 2 (5.0) and SEQ 4 (5.3) — the pure sequences — maximize predictability: homogeneous cadence, no internal variation. The mixed sequences SEQ 5–6 drop to 4.1: alternation reduces internal coherence.

4 movements

SEQ 7-8 (5.1) — cyclic alternation A-S-A-S / S-A-S-A — match the pure sequences thanks to periodicity. SEQ 9-12 (4.0-4.1) remain low: symmetries and blocks do not build a recognizable rhythm.

Main effects · Sequences — Focus on fluidity and energy

Two dimensions, two perceptual logics

Fluidity · continuity or predictability

Highest in pure sustained SEQ 4 (5.2): continuous gesture, without tension. The other 2-movement sequences remain lower (4.5–4.6). In the 4-movement sequences, SEQ 7-8 (4.8) rise again because of rhythmic predictability; SEQ 9–12 (4.4–4.5) remain intermediate.

13574.65.24.54.54.84.84.44.54.44.52A·A4S·S5A·S6S·A7ASAS8SASA9ASSA10AASS11SAAS12SSAA
Energy · accented / sustained dichotomy

Strong opposition between SEQ 2 (5.4) and SEQ 4 (3.5) in the 2-movement sequences. In the 4-movement sequences, energy levels out: all between 4.4 and 4.7. Motor density absorbs the accented/sustained dichotomy of the single gesture.

13575.43.54.64.64.74.74.44.44.64.62A·A4S·S5A·S6S·A7ASAS8SASA9ASSA10AASS11SAAS12SSAA
Main effects · Directionality

Gesture direction
does not shift perception

Differences related to directionality are limited: the perception of regularity, fluidity and energy does not vary substantially across the three configurations.

Only a slight decrease in fluidity and energy in horizontal movements: in a frontal 2D perspective they appear visually “flatter”.

The sequences are the true perceptual variable — directionality is a formal variant that does not shift the reading of rhythm.

RegularityFluidityEnergy13574.54.64.64.54.54.54.54.74.6VerticalHorizontalOpening/Closing
Main effects · Gender

Rhythm does not depend on the performer,
it depends on movement

Differences between the male and female performer are minimal for regularity and fluidity.

Only energy shows a slight increase for the male performer (M ≈ 4.7 vs F ≈ 4.4), probably linked to greater intensity or execution amplitude.

Confirmation: the structure of movement determines perceived rhythm, not individual identity.

RegularityFluidityEnergy13574.54.64.44.54.64.7FM
Part 2 — Quantitative analysis

Kinematic analysis
of 3D models

From the three-dimensional models, we extract the joint trajectories of the arms.
From velocity, acceleration and jerk, we derive the primary and secondary indices of the gesture.
Objectives of the kinematic analysis

Validate quantitatively
the grammar of movement

Objective 1

Sensitivity of the indices

Verify whether velocity, jerk, spectral entropy, path length, etc. discriminate among the designed configurations.

Objective 2

Typical profiles

Build a “dynamic signature” for each movement configuration.

Objective 3

Structural components

Identify which indices best describe temporal density, execution fluidity and gesture energy.

Objective 4

CAWI integration

Provide the basis for analyzing which objective parameters predict subjective perception.

The 3D models

From the recorded body to the skeletal model

The 3D models are the digital representation of the performers, built on a hierarchical skeletal structure of about 50 bone segments (bones).

  • Each bone corresponds to an anatomical joint or segment (forearm, hand, spine, leg)
  • Connected in hierarchies that reproduce biomechanical relationships (arm → forearm → hand)
  • For each bone, the coordinates (X, Y, Z) and derivatives are calculated frame by frame (velocity, acceleration, jerk)

Target Movement Areas

All indices are calculated exclusively on the arms (18 bones). This is the target movement area of the grammar.

The fundamental kinematic quantities

Position → velocity → acceleration → jerk

From each point of the 3D model, described by three coordinates (X, Y, Z), the three basic kinematic quantities are calculated — each as a time derivative of the preceding one.

VelX · VelY · VelZ — VelTot
vVelocityhow fast
Change in position over time. Indicates how fast a segment moves.
Higher = faster movements.
vx(t) = [ x(t+Δt) − x(t) ] / Δt
vtot = √( vx² + vy² + vz² )
AccX · AccY · AccZ — AccTot
Accelerationhow much velocity changes
Derivative of velocity. Describes accelerations and decelerations of the gesture.
High = impulsive movement.
a(t) = [ v(t+Δt) − v(t) ] / Δt
JerkX · JerkY · JerkZ — JerkTot
Jerkcontinuity or abruptness
Derivative of acceleration. Indicates the continuity or abruptness of the gesture.
High = fragmented or jerky movement.
j(t) = [ a(t+Δt) − a(t) ] / Δt
Primary indices · 1 of 3 — Spectral

How gesture energy
is distributed across frequencies

They measure how the energy of movement is distributed across the frequencies of the velocity signal: how fast the gesture is overall and how jagged it is internally.

Index 1 · Hz
Spectral Centroidspectral center of mass
Center of mass of the spectrum of the velocity signal: where the kinetic energy of the gesture is concentrated.
Low values → uniform and slow gesture. High values → rapid and tightly packed variations.
SC = Σk ( fk · A(fk) ) / Σk A(fk)
Index 2 · Hz
Spectral Irregularitylocal variability of the spectrum
How much the amplitudes differ between adjacent frequency bins. Measures the degree of structural articulation.
High → jagged and articulated spectrum. Low → stable distribution.
SI = Σk | A(fk+1) − A(fk) |
Primary indices · 2 of 3 — Harmonicity and complexity

How ordered
and predictable the gesture is over time

Index 3
Spectral Dominancemain peak vs second peak
Ratio between the main spectral peak and the second peak. How much the movement is organized around a dominant frequency.
High → underlying, periodic rhythm. Low → distributed, complex.
SD = A(1) / ( A(2) + ε )
Index 4
?Sample Entropytemporal unpredictability
Probability that similar velocity patterns repeat. Estimates the unpredictability of the signal.
Low → structured and repetitive gesture. High → variable or spontaneous.
SampEn = − ln ( Bm+1(r) / Bm(r) ) · m=2, r=0.2
Index 5
Spectral Entropyspectral dispersion
Dispersion of energy across the spectrum. A form of “harmonic disorder”.
Low → concentrated on few frequencies. High → fragmented across many.
SE = − Σk p(fk) · log2 p(fk)
Primary indices · 3 of 3 — Execution fluidity and spatial amplitude

How the gesture is performed
and how much space it occupies

Index 6
MeanAbsoluteJerkabsolute discontinuity
Mean absolute value of jerk over the entire sequence. Direct measure of execution abruptness.
High → fragmented gesture. Low → continuous and progressive.
MAJ = (1/N) · Σt | j(t) |
Index 7
jerkvelJerk Metricjerk normalized by velocity
Ratio between jerk and integrated velocity. Normalizes discontinuity by gesture intensity.
High → maintenance micro-corrections. Low → proportionate impulses.
JM = log ( ∫ j(t)² dt / ∫ v(t)² dt )
Index 8
ExcursionRangeradial amplitude
Amplitude of spatial excursion of the segment relative to the bodily reference center.
High → broad and expansive gesture. Low → contained.
ER = max ‖pt‖ − min ‖pt‖
Secondary indices

An overall view of the gesture

The secondary indices summarize the entire sequence in three complementary families: temporal, spatial and dynamic-intensity indices.

Family 4 — Temporal

Temporal structure and rhythm

Cadence, periodicity and continuity of motor activity.
Peak Countnumber of velocity peaks
ΔtMean Intervalmean interval between peaks
Dominant Frequencydominant frequency of the gesture
Duty Cycle% of time above mean velocity
Family 5 — Spatial

Spatial structure

Extension, directionality and trajectory efficiency.
ROM_Totoverall 3D amplitude of the gesture
x y zRange X/Y/Zexcursion on each axis
Path Lengthtotal distance traveled
Path Efficiencydirect vs tortuous path
Family 6 — Intensity

Intensity and dynamic variability

Overall motor energy and its fluctuations.
ΣTotVeloverall quantity of motion
TotJerkoverall discontinuity
σvVelVarvelocity variability
σaAccVaracceleration variability
Part 3 — The dynamic signatures of gesture

Kinematics:
the results

Two interpretive keys.
2 movements: the kinematic signature distinguishes the qualities of the gesture (lexicon).
4 movements: the signature emerges from the rhythmic combination (syntax).
Step 2 · Sequences | Primary indices (1 of 3) — Spectral

Spectral Centroid and Spectral Irregularity

The spectral indices show the transition from local quality to pattern structure. The Spectral Centroid reads the concentration of energy across frequencies: SEQ 4, made of pure sustained movements, remains the lowest and most continuous profile (1.1 Hz), whereas the mere presence of an accent is enough to shift the gesture toward faster components. In the 4-movement sequences, however, the Centroid tends to level out at high values: motor density increases for all configurations and the index is no longer sufficient to distinguish them.

This is where Spectral Irregularity comes into play, describing the jaggedness of the spectrum. Its increase in the 4-movement sequences indicates that it is not only the quantity of energy that changes, but also the way energy is internally organized. SEQ 9 reaches the maximum because it combines accents at the extremes and central sustained movement, generating a more articulated spectral structure; SEQ 12 remains lower because the block logic produces a less varied distribution. The spectral signature no longer speaks only of the single gesture, but of its temporal arrangement.

2 mov
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0.00.61.21.92.51.71.11.61.61.61.91.81.81.71.82456789101112SPECTRAL CENTROID Hz
0.017.535.052.570.022.114.112.310.853.450.560.542.740.737.92456789101112SPECTRAL IRREGULARITY Hz
Step 2 · Sequences | Primary indices (2 of 3) — Harmonicity and complexity

Spectral Dominance, Sample Entropy, Spectral Entropy

These indexes measure order, predictability and internal complexity. The Spectral Entropy isolates SEQ 4 as the most ordered configuration: in pure sustained movements, energy remains concentrated on a few components and the movement appears more continuous. The Sample Entropy, by contrast, increases with event density: when movements become four, the signal is richer and less predictable in detail.

The most important result is Spectral Dominance. Dominance is low when energy does not gather around an underlying frequency and becomes higher in sequences with cyclic organization, especially SEQ 7 and SEQ 8. These two configurations build a recognizable pulse because they alternate accented and sustained movements regularly. It is the first kinematic signature of the greater regularity and fluidity perceived in cyclic alternation sequences.

2 mov
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0.00.91.82.63.51.42.11.81.82.52.72.42.52.22.42456789101112SPECTRAL DOMINANCE
0.00.10.20.30.30.10.10.10.10.20.20.20.20.20.22456789101112SAMPLE ENTROPY
0.01.02.03.04.03.12.53.03.03.03.13.13.13.03.12456789101112SPECTRAL ENTROPY
Step 2 · Sequences | Primary indices (3 of 3) — Fluidity and amplitude

MeanAbsoluteJerk, Jerk Metric, ExcursionRange

The jerk indices clarify that physical fluidity does not coincide with the mere absence of abrupt movement. The MeanAbsoluteJerk measures absolute discontinuity: SEQ 4 is the most continuous pole, SEQ 2 the jerkiest pole and the mixed sequences lie in between. In complex sequences, absolute jerk converges on high values because four gestures compressed into five seconds accumulate discontinuity.

The Jerk Metric introduces a finer reading: by normalizing jerk by velocity, it shows that pure sustained movement can require high relative control. Fluid movement is therefore not passive, but implies constant micro-corrections to maintain continuity and release. The ExcursionRange remains stable, indicating that spatial amplitude is not what explains the differences. The signature of fluidity arises from the relationship among continuity, control and execution density.

2 mov
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0.015.030.045.060.047.09.924.424.951.648.050.050.950.648.52456789101112MEANABSOLUTEJERK m/s³
0.01.53.04.56.03.85.54.24.23.94.14.14.04.04.12456789101112JERK METRIC
0.00.10.20.30.50.30.30.30.20.30.30.20.30.30.22456789101112EXCURSIONRANGE
Step 2 · Sequences | Secondary indices (1 of 3) — Temporal structure and rhythm

Peak Count · Mean Interval · Dominant Frequency · Duty Cycle

Temporal indices distinguish local fragmentation from rhythm proper. The Peak Count is highest in SEQ 2: two accents produce many micro-peaks because the impulse is internally fragmented. This means that having many peaks does not automatically mean having a more regular rhythm. The Duty Cycle completes the picture, showing how long the gesture remains above its own mean velocity: SEQ 4 maintains more continuous activity, whereas SEQ 2 works through concentrated impulses.

The Dominant Frequency is the decisive index for reading rhythmic structure. In the 2-movement sequences it remains low, because the sequence is too short to stabilize a pulse. In the 4-movement sequences it increases when the pattern creates a recognizable cadence, but drops in SEQ 11 and SEQ 12, where the arrangement of accents does not produce clear cyclicity. This prepares the perceptual result: SEQ 7 and SEQ 8 are judged more regular and more fluid because their alternation makes rhythm legible.

2 mov
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0.07.515.022.530.024.018.121.720.317.518.018.418.216.616.32456789101112PEAK COUNT
0.00.10.20.30.50.20.30.30.30.30.30.30.30.40.42456789101112MEAN INTERVAL s
0.00.20.40.60.80.30.30.30.30.70.50.70.60.20.32456789101112DOMINANT FREQUENCY Hz
0.00.10.30.40.60.20.40.30.30.40.40.40.40.40.42456789101112DUTY CYCLE
Step 2 · Sequences | Secondary indices (2 of 3) — Spatial structure

Path Length and Path Efficiency

The spatial indices serve first and foremost as a control for the paradigm. ROM_Tot remains substantially constant: the sequences do not differ because they occupy more or less space, but because they traverse that space with different dynamic organizations. This is an essential methodological point, because it rules out the possibility that perceptual judgments depend on accidental variations in amplitude.

The Path Length increases in 4-movement sequences due to greater motor density, whereas Path Efficiency describes how direct or tortuous the trajectory is. SEQ 4 is more efficient because sustained movement tends to produce a continuous trajectory; some complex sequences, such as SEQ 7 and SEQ 11, are less efficient because the transition between different qualities introduces deviations. The spatial structure confirms that the manipulation does not change the scale of the gesture, but the syntax of its traversal.

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0.00.81.52.23.01.41.21.31.32.42.32.22.32.42.32456789101112PATH LENGTH m
0.01.93.85.67.54.16.95.05.33.05.35.54.63.34.12456789101112PATH EFFICIENCY
Step 2 · Sequences | Secondary indices (3 of 3) — Intensity and dynamic variability

Total Velocity · Total Jerk · Velocity Variance · Acceleration Variance

The intensity and variability indices show how energy accumulates and is distributed. The Total Velocity mainly follows density: more movements in the same interval produce greater overall activity. The Total Jerk and theAcceleration Variance, by contrast, describe the dynamic quality of energy: SEQ 4 remains the most stable and least abrupt profile, SEQ 2 reaches the highest values among the short sequences and the complex sequences sit on a high plateau.

The central result is the equivalence between local intensity and combinatorial density: two concentrated accents can produce a discontinuity comparable to four distributed movements. This explains why perceived energy remains a very robust dimension: the viewer can anchor it to immediate physical variations such as acceleration, jerk and duration of activity. Regularity and fluidity depend more on the pattern; energy remains more directly anchored to gesture dynamics.

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0.016.232.548.865.035.930.531.932.559.857.154.756.459.657.12456789101112TOTAL VELOCITY
0200040006000800065201382340334827173671469387186704967442456789101112TOTAL JERK
0.00.20.30.50.70.60.20.40.40.50.50.50.50.50.52456789101112VELOCITY VARIANCE
0.01.53.04.56.05.30.73.33.44.54.54.54.64.84.72456789101112ACCELERATION VARIANCE
Synthesis · dynamic signatures and perception

The dynamic signatures of gesture and their perception

SEQPatternRegFluEneDynamic profile
SEQ 2■ ■5.04.65.4Pure accented: dynamic, energetic, rhythmic
SEQ 4▭ ▭5.35.23.5Pure sustained: fluid, continuous, calm
SEQ 5■ ▭4.14.54.6Mixed: reduced regularity, medium energy
SEQ 6▭ ■4.14.54.6Reverse mixed: mirror profile of SEQ 5
SEQ 7■ ▭ ■ ▭5.14.84.7Regular alternation: cyclic, balanced energy
SEQ 8▭ ■ ▭ ■5.14.84.7Reverse alternation: profile similar to SEQ 7
SEQ 9■ ▭ ▭ ■4.04.44.4Symmetrical: accents at the extremes
SEQ 10■ ■ ▭ ▭4.14.54.4Blocks: quality breaks
SEQ 11▭ ■ ■ ▭4.04.44.6Asymmetrical: central tension
SEQ 12▭ ▭ ■ ■4.14.54.6Reverse blocks: energetic closure

Main perceptual signatures

SEQ 2 and SEQ 4 are the two lexical poles: pure accented movement concentrates energy and discontinuity, while pure sustained movement concentrates continuity and fluidity. The mixed sequences SEQ 5 and SEQ 6 lose regularity because they introduce a change in quality without yet building a cyclic pattern.

The signature of complex sequences

SEQ 7 and SEQ 8 stand out from all other 4-movement sequences in regularity and fluidity: not because they are simpler, but because the A-S-A-S / S-A-S-A alternation makes rhythm predictable. SEQ 9–12 have the same motor vocabulary, but a less transparent syntax.

Synthesis. The kinematic indices describe the physical signatures of the gesture, while the CAWI scores show how these signatures become perception: energy is more closely linked to dynamic intensity, regularity and fluidity more closely linked to pattern predictability.

Conclusions

What we learned

01
The Rhythmic sequence — the ordered combination of accents and sustained movements — is the main organizing factor in gesture perception. Directionality and performer gender have marginal effects.
02
Accented and sustained movement produce opposite kinematic signatures: spectral dispersion, jerk and spatial excursion clearly discriminate between the two qualities — confirming the grammar at the physical level.
03
The transition from 2 to 4 movements doubles motor density but not spatial amplitude: the manipulation acts on temporal structure, not on the scale of the gesture.
04
In complex sequences alternation wins: SEQ 7 and SEQ 8 obtain the highest regularity and fluidity scores because cyclic predictability organizes perception.
federico.bionda@unicatt.it · Catholic University of the Sacred Heart
NECS 2026 Montpellier · Panel E3 The Invisible Rhythm · PRIN METRO_ART